Set up

source("../functions.R")
tol12qualitative=c("#332288", "#6699CC", "#88CCEE", "#44AA99", "#117733", "#999933", "#DDCC77", "#661100", "#CC6677", "#AA4466", "#882255", "#AA4499")
if (!file.exists("output")) {
  system("mkdir output")
}
parallel = TRUE
ncores = 10

Load packages

if (!require(DCARS)) {
  library(devtools)
  devtools::install_github("shazanfar/DCARS")
}
library(DCARS)
library(ggplot2)
library(gplots)
library(SingleCellExperiment)
library(scater)
library(scran)
library(reshape)
library(scattermore)
library(dynamicTreeCut)
library(ComplexHeatmap)
library(GO.db)
library(org.Mm.eg.db)
library(stringr)
library(matrixStats)
library(ggforce)
library(patchwork)
library(ggpubr)
library(cowplot)
library(parallel)

Process MOB data from URL

if (!file.exists("output/counts_coords.RData")) {
  
  # data file URL https://www.spatialresearch.org/wp-content/uploads/2016/07/Rep11_MOB_count_matrix-1.tsv
  # might take a minute to download
  counts_raw = read.delim(url("https://www.spatialresearch.org/wp-content/uploads/2016/07/Rep11_MOB_count_matrix-1.tsv"), header = TRUE, row.names = 1)
  # counts_raw = read.delim(file = "Rep11_MOB_count_matrix-1.tsv", header = TRUE, row.names = 1)
  dim(counts_raw)
  
  coords_raw = do.call(rbind, strsplit(rownames(counts_raw), "x"))
  # xy plane only
  
  coords = apply(coords_raw, 1:2, as.numeric)
  colnames(coords) <- c("x","y")
  rownames(coords) <- rownames(counts_raw)
  
  plot(coords[,"x"], coords[,"y"])
  
  counts = t(counts_raw)
  
  sce = SingleCellExperiment(assays = list(counts = counts),
                             colData = coords)
  sce <- scater::normalize(sce)
  
  var.fit <- trendVar(sce, parametric=TRUE, loess.args=list(span=0.3), use.spikes = FALSE)
  var.out <- decomposeVar(sce, var.fit)
  
  pdf(file = "output/HVG_selection.pdf", height = 8, width = 8)
  plot(var.out$mean, var.out$total, pch=16, cex=0.6, xlab="Mean log-expression", 
       ylab="Variance of log-expression")
  curve(var.fit$trend(x), col="dodgerblue", lwd=2, add=TRUE)
  
  seqvals = seq(min(var.out$mean), max(var.out$mean), length.out = 1000)
  peakExp = seqvals[which.max(var.fit$trend(seqvals))]
  
  hvg.out <- var.out[which(var.out$FDR <= 0.05 & var.out$mean > peakExp),]
  nrow(hvg.out)
  hvg.out <- hvg.out[order(hvg.out$bio, decreasing=TRUE),] 
  points(var.out$mean[which(var.out$FDR <= 0.05 & var.out$mean > peakExp)], 
         var.out$total[which(var.out$FDR <= 0.05 & var.out$mean > peakExp)], col="red", pch=16)
  abline(v = peakExp, lty = 2, col = "black")
  dev.off()
  
  head(hvg.out)
  
  HVG = sort(rownames(hvg.out))
  
  expr = logcounts(sce)
  
  save(counts, coords, sce, HVG, expr, file = "output/counts_coords.RData")
} else {
  load("output/counts_coords.RData")
}

W = weightMatrix_nD(coords, span = 0.05)

Test for spatial differential expression and remove

This takes a long time (a few hours) to run.

#### test for spatial differential expression by using weightedMean
# results in a list of non-spatially DE genes
samepairs = cbind(rownames(expr), rownames(expr))
rownames(samepairs) = samepairs[,1]

DE_stats_all = DCARSacrossNetwork(expr,
                                  samepairs,
                                  W = W,
                                  weightedConcordanceFunction = weightedMeanMatrixStats,
                                  extractTestStatisticOnly = TRUE,
                                  niter = 1000,
                                  verbose = FALSE)

if (!file.exists("output/DE_sampled_permstats.Rdata")) {
  # Does globalCor relate to the null distribution for genes?
  set.seed(500)
  globalMean = rowMeans(expr)
  pairs_sampled = samepairs[DCARS::stratifiedSample(globalMean, length = 100),]
  
  sampled_permstats = DCARSacrossNetwork(expr,
                                         pairs_sampled,
                                         W = W,
                                         weightedConcordanceFunction = weightedMeanMatrixStats,
                                         extractPermutationTestStatistics = TRUE,
                                         niter = 1000,
                                         verbose = TRUE)
  save(sampled_permstats, pairs_sampled, globalMean, file = "output/DE_sampled_permstats.Rdata")
} else {
  load("output/DE_sampled_permstats.Rdata")
}
## [1] "Gm10677 Gm10677"
## [1] "extract permuted test statistics"
## [1] "Lhx1 Lhx1"
## [1] "extract permuted test statistics"
## [1] "Itga2b Itga2b"
## [1] "extract permuted test statistics"
## [1] "Stat6 Stat6"
## [1] "extract permuted test statistics"
## [1] "Trp53i13 Trp53i13"
## [1] "extract permuted test statistics"
## [1] "Hspg2 Hspg2"
## [1] "extract permuted test statistics"
## [1] "Ankdd1b Ankdd1b"
## [1] "extract permuted test statistics"
## [1] "Casp2 Casp2"
## [1] "extract permuted test statistics"
## [1] "Atf1 Atf1"
## [1] "extract permuted test statistics"
## [1] "Sra1 Sra1"
## [1] "extract permuted test statistics"
## [1] "Brsk1 Brsk1"
## [1] "extract permuted test statistics"
## [1] "X6030419C18Rik X6030419C18Rik"
## [1] "extract permuted test statistics"
## [1] "Smc5 Smc5"
## [1] "extract permuted test statistics"
## [1] "Trappc12 Trappc12"
## [1] "extract permuted test statistics"
## [1] "Sec22b Sec22b"
## [1] "extract permuted test statistics"
## [1] "Igsf3 Igsf3"
## [1] "extract permuted test statistics"
## [1] "Vcpip1 Vcpip1"
## [1] "extract permuted test statistics"
## [1] "Sptb Sptb"
## [1] "extract permuted test statistics"
## [1] "Pspc1 Pspc1"
## [1] "extract permuted test statistics"
## [1] "Arhgef17 Arhgef17"
## [1] "extract permuted test statistics"
## [1] "Lamtor4 Lamtor4"
## [1] "extract permuted test statistics"
## [1] "Nampt Nampt"
## [1] "extract permuted test statistics"
## [1] "Ndufb7 Ndufb7"
## [1] "extract permuted test statistics"
## [1] "X9930021J03Rik X9930021J03Rik"
## [1] "extract permuted test statistics"
## [1] "Bcl11b Bcl11b"
## [1] "extract permuted test statistics"
## [1] "Anapc5 Anapc5"
## [1] "extract permuted test statistics"
## [1] "Nr4a1 Nr4a1"
## [1] "extract permuted test statistics"
## [1] "Gng13 Gng13"
## [1] "extract permuted test statistics"
## [1] "Atp8a1 Atp8a1"
## [1] "extract permuted test statistics"
## [1] "Spin1 Spin1"
## [1] "extract permuted test statistics"
## [1] "Fam174a Fam174a"
## [1] "extract permuted test statistics"
## [1] "Gna11 Gna11"
## [1] "extract permuted test statistics"
## [1] "Fis1 Fis1"
## [1] "extract permuted test statistics"
## [1] "Dnm1l Dnm1l"
## [1] "extract permuted test statistics"
## [1] "Park7 Park7"
## [1] "extract permuted test statistics"
## [1] "Phyh Phyh"
## [1] "extract permuted test statistics"
## [1] "Ndufa8 Ndufa8"
## [1] "extract permuted test statistics"
## [1] "Psmb5 Psmb5"
## [1] "extract permuted test statistics"
## [1] "Sdhb Sdhb"
## [1] "extract permuted test statistics"
## [1] "Dstn Dstn"
## [1] "extract permuted test statistics"
## [1] "Akr1a1 Akr1a1"
## [1] "extract permuted test statistics"
## [1] "Aak1 Aak1"
## [1] "extract permuted test statistics"
## [1] "Ndufb6 Ndufb6"
## [1] "extract permuted test statistics"
## [1] "Aco2 Aco2"
## [1] "extract permuted test statistics"
## [1] "Ids Ids"
## [1] "extract permuted test statistics"
## [1] "Hsp90b1 Hsp90b1"
## [1] "extract permuted test statistics"
## [1] "Kif1a Kif1a"
## [1] "extract permuted test statistics"
## [1] "Gstm1 Gstm1"
## [1] "extract permuted test statistics"
## [1] "Pgk1 Pgk1"
## [1] "extract permuted test statistics"
## [1] "Abat Abat"
## [1] "extract permuted test statistics"
## [1] "Luzp2 Luzp2"
## [1] "extract permuted test statistics"
## [1] "Tcf4 Tcf4"
## [1] "extract permuted test statistics"
## [1] "Tmsb10 Tmsb10"
## [1] "extract permuted test statistics"
## [1] "Map1a Map1a"
## [1] "extract permuted test statistics"
## [1] "Cck Cck"
## [1] "extract permuted test statistics"
## [1] "Pea15a Pea15a"
## [1] "extract permuted test statistics"
## [1] "Trim9 Trim9"
## [1] "extract permuted test statistics"
## [1] "Canx Canx"
## [1] "extract permuted test statistics"
## [1] "Rpl13 Rpl13"
## [1] "extract permuted test statistics"
## [1] "Pfn2 Pfn2"
## [1] "extract permuted test statistics"
## [1] "Aldoc Aldoc"
## [1] "extract permuted test statistics"
## [1] "Atp6v1a Atp6v1a"
## [1] "extract permuted test statistics"
## [1] "Eif4a2 Eif4a2"
## [1] "extract permuted test statistics"
## [1] "Ppia Ppia"
## [1] "extract permuted test statistics"
## [1] "Cplx1 Cplx1"
## [1] "extract permuted test statistics"
## [1] "Camk2n1 Camk2n1"
## [1] "extract permuted test statistics"
## [1] "Serinc1 Serinc1"
## [1] "extract permuted test statistics"
## [1] "Marcks Marcks"
## [1] "extract permuted test statistics"
## [1] "Eif4g2 Eif4g2"
## [1] "extract permuted test statistics"
## [1] "Ldhb Ldhb"
## [1] "extract permuted test statistics"
## [1] "Rtn3 Rtn3"
## [1] "extract permuted test statistics"
## [1] "Gm1821 Gm1821"
## [1] "extract permuted test statistics"
## [1] "Rplp1 Rplp1"
## [1] "extract permuted test statistics"
## [1] "Rtn4 Rtn4"
## [1] "extract permuted test statistics"
## [1] "Mdh1 Mdh1"
## [1] "extract permuted test statistics"
## [1] "Ptgds Ptgds"
## [1] "extract permuted test statistics"
## [1] "Hspa8 Hspa8"
## [1] "extract permuted test statistics"
## [1] "Atp5b Atp5b"
## [1] "extract permuted test statistics"
## [1] "Atp1b1 Atp1b1"
## [1] "extract permuted test statistics"
## [1] "Tmsb4x Tmsb4x"
## [1] "extract permuted test statistics"
## [1] "Calm2 Calm2"
## [1] "extract permuted test statistics"
## [1] "Itm2b Itm2b"
## [1] "extract permuted test statistics"
## [1] "Scd2 Scd2"
## [1] "extract permuted test statistics"
## [1] "Tuba1a Tuba1a"
## [1] "extract permuted test statistics"
## [1] "Eef1a1 Eef1a1"
## [1] "extract permuted test statistics"
## [1] "Ckb Ckb"
## [1] "extract permuted test statistics"
## [1] "Cpe Cpe"
## [1] "extract permuted test statistics"
## [1] "Sparcl1 Sparcl1"
## [1] "extract permuted test statistics"
## [1] "Actb Actb"
## [1] "extract permuted test statistics"
## [1] "Cst3 Cst3"
## [1] "extract permuted test statistics"
## [1] "Apoe Apoe"
## [1] "extract permuted test statistics"
plot(globalMean[rownames(pairs_sampled)], unlist(lapply(unlist(sampled_permstats, recursive = FALSE),quantile, 0.99)))
points(globalMean[rownames(pairs_sampled)], unlist(lapply(unlist(sampled_permstats, recursive = FALSE),quantile, 0.95)), col = "red")
points(globalMean[rownames(pairs_sampled)], unlist(lapply(unlist(sampled_permstats, recursive = FALSE),quantile, 0.90)), col = "blue")

# looks like there is a general relationship between global mean and the null distribution, but this does not appear to be a strong enough association to predict null distribution by just globalMean
# will need to run full permutation testing

if (!file.exists("output/DE_n100_permstats.Rds")) {
  set.seed(500)
  if (!parallel) {
    n100_permstats = DCARSacrossNetwork(expr,
                                        samepairs,
                                        W = W,
                                        weightedConcordanceFunction = weightedMeanMatrixStats,
                                        extractPermutationTestStatistics = TRUE,
                                        niter = 100,
                                        verbose = TRUE)
  } else {
    split_df = split.data.frame(samepairs, rep(1:ncores, length.out = nrow(samepairs)))
    names(split_df) <- NULL
    n100_permstats = mclapply(split_df, function(s) {
      res = DCARSacrossNetwork(expr,
                               s,
                               W = W,
                               weightedConcordanceFunction = weightedMeanMatrixStats,
                               extractPermutationTestStatistics = TRUE,
                               niter = 100,
                               verbose = TRUE)
      res = lapply(res, unlist)
      names(res) <- rownames(s)
      return(res)
    })
    n100_permstats = unlist(n100_permstats, recursive = FALSE)
    n100_permstats <- n100_permstats[rownames(samepairs)]
  }
  saveRDS(n100_permstats, file = "output/DE_n100_permstats.Rds")
} else {
  n100_permstats = readRDS("output/DE_n100_permstats.Rds")
}

n100_pval = sapply(names(DE_stats_all), function(gene){
  mean(unlist(n100_permstats[[gene]]) >= DE_stats_all[gene])
})

# recalculate p-value for those with pval < 0.1 with 1000 iter
# aim is to remove these genes at p-value < 0.05 level

if (!file.exists("output/DE_n1000_pval.Rds")) {
  set.seed(500)
  if (!parallel) {
    n1000_pval = DCARSacrossNetwork(expr,
                                   samepairs[n100_pval < 0.1,],
                                   W = W,
                                   weightedConcordanceFunction = weightedMeanMatrixStats,
                                   niter = 1000,
                                   verbose = TRUE)
  } else {
    split_df = split.data.frame(samepairs[n100_pval < 0.1,], rep(1:ncores, length.out = nrow(samepairs[n100_pval < 0.1,])))
    names(split_df) <- NULL
    n1000_pval = mclapply(split_df, function(s) {
      res = DCARSacrossNetwork(expr,
                               s,
                               W = W,
                               weightedConcordanceFunction = weightedMeanMatrixStats,
                               niter = 1000,
                               verbose = TRUE)
      res = lapply(res, unlist)
      names(res) <- rownames(s)
      return(res)
    })
    n1000_pval = unlist(n1000_pval)
    n1000_pval <- n1000_pval[rownames(samepairs[n100_pval<0.1,])]
  } 
  saveRDS(n1000_pval, file = "output/DE_n1000_pval.Rds")
} else {
  n1000_pval = readRDS("output/DE_n1000_pval.Rds")
}
 
DE_pval = n100_pval
DE_pval[names(n1000_pval)] <- n1000_pval

DE_fdr = p.adjust(DE_pval, method = "BH")

nonDEgenes_fdr = names(which(DE_fdr > 0.05))
saveRDS(nonDEgenes_fdr, file = "output/nonDEgenes_fdr.Rds")
nonDEgenes = names(which(DE_pval > 0.05))
saveRDS(nonDEgenes, file = "output/nonDEgenes.Rds")

Perform scHOT spatial correlation testing

pairs = t(combn(intersect(HVG, nonDEgenes),2))
rownames(pairs) <- apply(pairs,1,paste0,collapse = "_")

dim(pairs)
## [1] 903   2
if (!file.exists("output/sampled_permstats.Rdata")) {
  set.seed(500)
  # Does globalCor relate to the null distribution for genes?
  globalCor = apply(pairs, 1, function(x) cor(counts[x[1],], counts[x[2],], method = "spearman"))
  pairs_sampled = pairs[DCARS::stratifiedSample(globalCor, length = 200),]
  
  if (!parallel) {
    sampled_permstats = DCARSacrossNetwork(counts,
                                           pairs_sampled,
                                           W = W,
                                           weightedConcordanceFunction = weightedSpearman,
                                           extractPermutationTestStatistics = TRUE,
                                           niter = 1000,
                                           verbose = TRUE)
  } else {
    split_df = split.data.frame(pairs_sampled, rep(1:ncores, length.out = nrow(pairs_sampled)))
    names(split_df) <- NULL
    sampled_permstats = mclapply(split_df, function(s) {
      res = DCARSacrossNetwork(counts,
                               s,
                               W = W,
                               weightedConcordanceFunction = weightedSpearman,
                               extractPermutationTestStatistics = TRUE,
                               niter = 1000,
                               verbose = TRUE)
      res = lapply(res, unlist)
      names(res) <- rownames(s)
      return(res)
    })
    sampled_permstats = unlist(sampled_permstats, recursive = FALSE)
    sampled_permstats <- sampled_permstats[rownames(pairs_sampled)]
  }
  save(sampled_permstats, pairs_sampled, globalCor, file = "output/sampled_permstats.Rdata")
} else {
  load("output/sampled_permstats.Rdata")
}

permstatsDF = data.frame(
  genepair = rep(names(sampled_permstats), times = unlist(lapply(sampled_permstats, function(x) length(unlist(x))))), 
  stat = unlist(sampled_permstats)
)
permstatsDF$globalCor = globalCor[as.character(permstatsDF$genepair)]

df_99 = data.frame(
  genepair = names(sampled_permstats),
  globalCor = globalCor[names(sampled_permstats)],
  stat_999 = unlist(lapply(sampled_permstats, function(x) quantile(unlist(x), 0.999))),
  stat_99 = unlist(lapply(sampled_permstats, function(x) quantile(unlist(x), 0.99))),
  stat_95 = unlist(lapply(sampled_permstats, function(x) quantile(unlist(x), 0.95))),
  stat_90 = unlist(lapply(sampled_permstats, function(x) quantile(unlist(x), 0.90)))
)
df_99$fitted_999 = loess(stat_999 ~ globalCor, data = df_99)$fitted
df_99$fitted_99 = loess(stat_99 ~ globalCor, data = df_99)$fitted
df_99$fitted_95 = loess(stat_95 ~ globalCor, data = df_99)$fitted
df_99$fitted_90 = loess(stat_90 ~ globalCor, data = df_99)$fitted

g = ggplot(permstatsDF, aes(x = globalCor, y = stat)) + 
  theme_classic() +
  geom_scattermore() +
  geom_point(aes(y = stat_999, colour = "0.999"), data = df_99) + 
  geom_line(aes(y = fitted_999, colour = "0.999"), data = df_99) +
  geom_point(aes(y = stat_99, colour = "0.99"), data = df_99) + 
  geom_line(aes(y = fitted_99, colour = "0.99"), data = df_99) +
  geom_point(aes(y = stat_95, colour = "0.95"), data = df_99) + 
  geom_line(aes(y = fitted_95, colour = "0.95"), data = df_99) +
  geom_point(aes(y = stat_90, colour = "0.90"), data = df_99) + 
  geom_line(aes(y = fitted_90, colour = "0.90"), data = df_99) + 
  scale_colour_manual(values = c("0.999" = tol12qualitative[4],
                                 "0.99" = tol12qualitative[3],
                                 "0.95" = tol12qualitative[2],
                                 "0.90" = tol12qualitative[1])) +
  labs(colour = "Quantile") +
  theme(panel.grid = element_blank()) +
  xlab("Global Correlation") +
  ylab("Permuted test statistics") +
  theme(legend.position = "bottom")
g

ggsave(g, file = "output/stats_globalCor_2d.pdf", height = 8, width = 8)


if (!file.exists("output/2D_p_all.Rdata")) {
  # estimate the set of p-values
  stats_all = DCARSacrossNetwork(counts,
                                 pairs,
                                 W = W,
                                 weightedConcordanceFunction = weightedSpearman,
                                 extractTestStatisticOnly = TRUE,
                                 niter = 1000,
                                 verbose = TRUE)
  
  wcors_all = t(DCARSacrossNetwork(counts,
                                   pairs,
                                   W = W,
                                   weightedConcordanceFunction = weightedSpearman,
                                   extractWcorSequenceOnly = TRUE,
                                   niter = 1000,
                                   verbose = TRUE))
  
  p_all = estimatePvaluesSpearman(stats_all, 
                                  globalCor, 
                                  sampled_permstats,
                                  usenperm = TRUE,
                                  nperm = 10000,
                                  plot = FALSE,
                                  maxDist = 2,
                                  verbose = TRUE)
  p_all$fdr <- p.adjust(p_all$pval, method = "BH")
  
  save(p_all, stats_all, wcors_all, file = "output/2D_p_all.Rdata")
} else {
  load("output/2D_p_all.Rdata")
}
## [1] "Abat Actb"
## [1] "Abat Arrb1"
## [1] "Abat Atp6v1c1"
## [1] "Abat Atrnl1"
## [1] "Abat Bai1"
## [1] "Abat Calm1"
## [1] "Abat Ccng1"
## [1] "Abat Cldn11"
## [1] "Abat Cnp"
## [1] "Abat Cst3"
## [1] "Abat Dnm1l"
## [1] "Abat Dnm3"
## [1] "Abat Erbb2ip"
## [1] "Abat Fam63b"
## [1] "Abat Gm15421"
## [1] "Abat Gucy1b3"
## [1] "Abat Igf2"
## [1] "Abat Ildr2"
## [1] "Abat Impact"
## [1] "Abat Itm2c"
## [1] "Abat Luzp2"
## [1] "Abat Mlc1"
## [1] "Abat Mtor"
## [1] "Abat Myo10"
## [1] "Abat Nfib"
## [1] "Abat Ntng1"
## [1] "Abat Plekha1"
## [1] "Abat Pmm1"
## [1] "Abat Prrc2b"
## [1] "Abat Prune2"
## [1] "Abat Scd2"
## [1] "Abat Slc1a3"
## [1] "Abat Smim13"
## [1] "Abat Sp8"
## [1] "Abat Tiam1"
## [1] "Abat Tmem47"
## [1] "Abat Tmsb4x"
## [1] "Abat Tuba1a"
## [1] "Abat Uchl1"
## [1] "Abat Utrn"
## [1] "Abat Vdac3"
## [1] "Abat Wdfy3"
## [1] "Actb Arrb1"
## [1] "Actb Atp6v1c1"
## [1] "Actb Atrnl1"
## [1] "Actb Bai1"
## [1] "Actb Calm1"
## [1] "Actb Ccng1"
## [1] "Actb Cldn11"
## [1] "Actb Cnp"
## [1] "Actb Cst3"
## [1] "Actb Dnm1l"
## [1] "Actb Dnm3"
## [1] "Actb Erbb2ip"
## [1] "Actb Fam63b"
## [1] "Actb Gm15421"
## [1] "Actb Gucy1b3"
## [1] "Actb Igf2"
## [1] "Actb Ildr2"
## [1] "Actb Impact"
## [1] "Actb Itm2c"
## [1] "Actb Luzp2"
## [1] "Actb Mlc1"
## [1] "Actb Mtor"
## [1] "Actb Myo10"
## [1] "Actb Nfib"
## [1] "Actb Ntng1"
## [1] "Actb Plekha1"
## [1] "Actb Pmm1"
## [1] "Actb Prrc2b"
## [1] "Actb Prune2"
## [1] "Actb Scd2"
## [1] "Actb Slc1a3"
## [1] "Actb Smim13"
## [1] "Actb Sp8"
## [1] "Actb Tiam1"
## [1] "Actb Tmem47"
## [1] "Actb Tmsb4x"
## [1] "Actb Tuba1a"
## [1] "Actb Uchl1"
## [1] "Actb Utrn"
## [1] "Actb Vdac3"
## [1] "Actb Wdfy3"
## [1] "Arrb1 Atp6v1c1"
## [1] "Arrb1 Atrnl1"
## [1] "Arrb1 Bai1"
## [1] "Arrb1 Calm1"
## [1] "Arrb1 Ccng1"
## [1] "Arrb1 Cldn11"
## [1] "Arrb1 Cnp"
## [1] "Arrb1 Cst3"
## [1] "Arrb1 Dnm1l"
## [1] "Arrb1 Dnm3"
## [1] "Arrb1 Erbb2ip"
## [1] "Arrb1 Fam63b"
## [1] "Arrb1 Gm15421"
## [1] "Arrb1 Gucy1b3"
## [1] "Arrb1 Igf2"
## [1] "Arrb1 Ildr2"
## [1] "Arrb1 Impact"
## [1] "Arrb1 Itm2c"
## [1] "Arrb1 Luzp2"
## [1] "Arrb1 Mlc1"
## [1] "Arrb1 Mtor"
## [1] "Arrb1 Myo10"
## [1] "Arrb1 Nfib"
## [1] "Arrb1 Ntng1"
## [1] "Arrb1 Plekha1"
## [1] "Arrb1 Pmm1"
## [1] "Arrb1 Prrc2b"
## [1] "Arrb1 Prune2"
## [1] "Arrb1 Scd2"
## [1] "Arrb1 Slc1a3"
## [1] "Arrb1 Smim13"
## [1] "Arrb1 Sp8"
## [1] "Arrb1 Tiam1"
## [1] "Arrb1 Tmem47"
## [1] "Arrb1 Tmsb4x"
## [1] "Arrb1 Tuba1a"
## [1] "Arrb1 Uchl1"
## [1] "Arrb1 Utrn"
## [1] "Arrb1 Vdac3"
## [1] "Arrb1 Wdfy3"
## [1] "Atp6v1c1 Atrnl1"
## [1] "Atp6v1c1 Bai1"
## [1] "Atp6v1c1 Calm1"
## [1] "Atp6v1c1 Ccng1"
## [1] "Atp6v1c1 Cldn11"
## [1] "Atp6v1c1 Cnp"
## [1] "Atp6v1c1 Cst3"
## [1] "Atp6v1c1 Dnm1l"
## [1] "Atp6v1c1 Dnm3"
## [1] "Atp6v1c1 Erbb2ip"
## [1] "Atp6v1c1 Fam63b"
## [1] "Atp6v1c1 Gm15421"
## [1] "Atp6v1c1 Gucy1b3"
## [1] "Atp6v1c1 Igf2"
## [1] "Atp6v1c1 Ildr2"
## [1] "Atp6v1c1 Impact"
## [1] "Atp6v1c1 Itm2c"
## [1] "Atp6v1c1 Luzp2"
## [1] "Atp6v1c1 Mlc1"
## [1] "Atp6v1c1 Mtor"
## [1] "Atp6v1c1 Myo10"
## [1] "Atp6v1c1 Nfib"
## [1] "Atp6v1c1 Ntng1"
## [1] "Atp6v1c1 Plekha1"
## [1] "Atp6v1c1 Pmm1"
## [1] "Atp6v1c1 Prrc2b"
## [1] "Atp6v1c1 Prune2"
## [1] "Atp6v1c1 Scd2"
## [1] "Atp6v1c1 Slc1a3"
## [1] "Atp6v1c1 Smim13"
## [1] "Atp6v1c1 Sp8"
## [1] "Atp6v1c1 Tiam1"
## [1] "Atp6v1c1 Tmem47"
## [1] "Atp6v1c1 Tmsb4x"
## [1] "Atp6v1c1 Tuba1a"
## [1] "Atp6v1c1 Uchl1"
## [1] "Atp6v1c1 Utrn"
## [1] "Atp6v1c1 Vdac3"
## [1] "Atp6v1c1 Wdfy3"
## [1] "Atrnl1 Bai1"
## [1] "Atrnl1 Calm1"
## [1] "Atrnl1 Ccng1"
## [1] "Atrnl1 Cldn11"
## [1] "Atrnl1 Cnp"
## [1] "Atrnl1 Cst3"
## [1] "Atrnl1 Dnm1l"
## [1] "Atrnl1 Dnm3"
## [1] "Atrnl1 Erbb2ip"
## [1] "Atrnl1 Fam63b"
## [1] "Atrnl1 Gm15421"
## [1] "Atrnl1 Gucy1b3"
## [1] "Atrnl1 Igf2"
## [1] "Atrnl1 Ildr2"
## [1] "Atrnl1 Impact"
## [1] "Atrnl1 Itm2c"
## [1] "Atrnl1 Luzp2"
## [1] "Atrnl1 Mlc1"
## [1] "Atrnl1 Mtor"
## [1] "Atrnl1 Myo10"
## [1] "Atrnl1 Nfib"
## [1] "Atrnl1 Ntng1"
## [1] "Atrnl1 Plekha1"
## [1] "Atrnl1 Pmm1"
## [1] "Atrnl1 Prrc2b"
## [1] "Atrnl1 Prune2"
## [1] "Atrnl1 Scd2"
## [1] "Atrnl1 Slc1a3"
## [1] "Atrnl1 Smim13"
## [1] "Atrnl1 Sp8"
## [1] "Atrnl1 Tiam1"
## [1] "Atrnl1 Tmem47"
## [1] "Atrnl1 Tmsb4x"
## [1] "Atrnl1 Tuba1a"
## [1] "Atrnl1 Uchl1"
## [1] "Atrnl1 Utrn"
## [1] "Atrnl1 Vdac3"
## [1] "Atrnl1 Wdfy3"
## [1] "Bai1 Calm1"
## [1] "Bai1 Ccng1"
## [1] "Bai1 Cldn11"
## [1] "Bai1 Cnp"
## [1] "Bai1 Cst3"
## [1] "Bai1 Dnm1l"
## [1] "Bai1 Dnm3"
## [1] "Bai1 Erbb2ip"
## [1] "Bai1 Fam63b"
## [1] "Bai1 Gm15421"
## [1] "Bai1 Gucy1b3"
## [1] "Bai1 Igf2"
## [1] "Bai1 Ildr2"
## [1] "Bai1 Impact"
## [1] "Bai1 Itm2c"
## [1] "Bai1 Luzp2"
## [1] "Bai1 Mlc1"
## [1] "Bai1 Mtor"
## [1] "Bai1 Myo10"
## [1] "Bai1 Nfib"
## [1] "Bai1 Ntng1"
## [1] "Bai1 Plekha1"
## [1] "Bai1 Pmm1"
## [1] "Bai1 Prrc2b"
## [1] "Bai1 Prune2"
## [1] "Bai1 Scd2"
## [1] "Bai1 Slc1a3"
## [1] "Bai1 Smim13"
## [1] "Bai1 Sp8"
## [1] "Bai1 Tiam1"
## [1] "Bai1 Tmem47"
## [1] "Bai1 Tmsb4x"
## [1] "Bai1 Tuba1a"
## [1] "Bai1 Uchl1"
## [1] "Bai1 Utrn"
## [1] "Bai1 Vdac3"
## [1] "Bai1 Wdfy3"
## [1] "Calm1 Ccng1"
## [1] "Calm1 Cldn11"
## [1] "Calm1 Cnp"
## [1] "Calm1 Cst3"
## [1] "Calm1 Dnm1l"
## [1] "Calm1 Dnm3"
## [1] "Calm1 Erbb2ip"
## [1] "Calm1 Fam63b"
## [1] "Calm1 Gm15421"
## [1] "Calm1 Gucy1b3"
## [1] "Calm1 Igf2"
## [1] "Calm1 Ildr2"
## [1] "Calm1 Impact"
## [1] "Calm1 Itm2c"
## [1] "Calm1 Luzp2"
## [1] "Calm1 Mlc1"
## [1] "Calm1 Mtor"
## [1] "Calm1 Myo10"
## [1] "Calm1 Nfib"
## [1] "Calm1 Ntng1"
## [1] "Calm1 Plekha1"
## [1] "Calm1 Pmm1"
## [1] "Calm1 Prrc2b"
## [1] "Calm1 Prune2"
## [1] "Calm1 Scd2"
## [1] "Calm1 Slc1a3"
## [1] "Calm1 Smim13"
## [1] "Calm1 Sp8"
## [1] "Calm1 Tiam1"
## [1] "Calm1 Tmem47"
## [1] "Calm1 Tmsb4x"
## [1] "Calm1 Tuba1a"
## [1] "Calm1 Uchl1"
## [1] "Calm1 Utrn"
## [1] "Calm1 Vdac3"
## [1] "Calm1 Wdfy3"
## [1] "Ccng1 Cldn11"
## [1] "Ccng1 Cnp"
## [1] "Ccng1 Cst3"
## [1] "Ccng1 Dnm1l"
## [1] "Ccng1 Dnm3"
## [1] "Ccng1 Erbb2ip"
## [1] "Ccng1 Fam63b"
## [1] "Ccng1 Gm15421"
## [1] "Ccng1 Gucy1b3"
## [1] "Ccng1 Igf2"
## [1] "Ccng1 Ildr2"
## [1] "Ccng1 Impact"
## [1] "Ccng1 Itm2c"
## [1] "Ccng1 Luzp2"
## [1] "Ccng1 Mlc1"
## [1] "Ccng1 Mtor"
## [1] "Ccng1 Myo10"
## [1] "Ccng1 Nfib"
## [1] "Ccng1 Ntng1"
## [1] "Ccng1 Plekha1"
## [1] "Ccng1 Pmm1"
## [1] "Ccng1 Prrc2b"
## [1] "Ccng1 Prune2"
## [1] "Ccng1 Scd2"
## [1] "Ccng1 Slc1a3"
## [1] "Ccng1 Smim13"
## [1] "Ccng1 Sp8"
## [1] "Ccng1 Tiam1"
## [1] "Ccng1 Tmem47"
## [1] "Ccng1 Tmsb4x"
## [1] "Ccng1 Tuba1a"
## [1] "Ccng1 Uchl1"
## [1] "Ccng1 Utrn"
## [1] "Ccng1 Vdac3"
## [1] "Ccng1 Wdfy3"
## [1] "Cldn11 Cnp"
## [1] "Cldn11 Cst3"
## [1] "Cldn11 Dnm1l"
## [1] "Cldn11 Dnm3"
## [1] "Cldn11 Erbb2ip"
## [1] "Cldn11 Fam63b"
## [1] "Cldn11 Gm15421"
## [1] "Cldn11 Gucy1b3"
## [1] "Cldn11 Igf2"
## [1] "Cldn11 Ildr2"
## [1] "Cldn11 Impact"
## [1] "Cldn11 Itm2c"
## [1] "Cldn11 Luzp2"
## [1] "Cldn11 Mlc1"
## [1] "Cldn11 Mtor"
## [1] "Cldn11 Myo10"
## [1] "Cldn11 Nfib"
## [1] "Cldn11 Ntng1"
## [1] "Cldn11 Plekha1"
## [1] "Cldn11 Pmm1"
## [1] "Cldn11 Prrc2b"
## [1] "Cldn11 Prune2"
## [1] "Cldn11 Scd2"
## [1] "Cldn11 Slc1a3"
## [1] "Cldn11 Smim13"
## [1] "Cldn11 Sp8"
## [1] "Cldn11 Tiam1"
## [1] "Cldn11 Tmem47"
## [1] "Cldn11 Tmsb4x"
## [1] "Cldn11 Tuba1a"
## [1] "Cldn11 Uchl1"
## [1] "Cldn11 Utrn"
## [1] "Cldn11 Vdac3"
## [1] "Cldn11 Wdfy3"
## [1] "Cnp Cst3"
## [1] "Cnp Dnm1l"
## [1] "Cnp Dnm3"
## [1] "Cnp Erbb2ip"
## [1] "Cnp Fam63b"
## [1] "Cnp Gm15421"
## [1] "Cnp Gucy1b3"
## [1] "Cnp Igf2"
## [1] "Cnp Ildr2"
## [1] "Cnp Impact"
## [1] "Cnp Itm2c"
## [1] "Cnp Luzp2"
## [1] "Cnp Mlc1"
## [1] "Cnp Mtor"
## [1] "Cnp Myo10"
## [1] "Cnp Nfib"
## [1] "Cnp Ntng1"
## [1] "Cnp Plekha1"
## [1] "Cnp Pmm1"
## [1] "Cnp Prrc2b"
## [1] "Cnp Prune2"
## [1] "Cnp Scd2"
## [1] "Cnp Slc1a3"
## [1] "Cnp Smim13"
## [1] "Cnp Sp8"
## [1] "Cnp Tiam1"
## [1] "Cnp Tmem47"
## [1] "Cnp Tmsb4x"
## [1] "Cnp Tuba1a"
## [1] "Cnp Uchl1"
## [1] "Cnp Utrn"
## [1] "Cnp Vdac3"
## [1] "Cnp Wdfy3"
## [1] "Cst3 Dnm1l"
## [1] "Cst3 Dnm3"
## [1] "Cst3 Erbb2ip"
## [1] "Cst3 Fam63b"
## [1] "Cst3 Gm15421"
## [1] "Cst3 Gucy1b3"
## [1] "Cst3 Igf2"
## [1] "Cst3 Ildr2"
## [1] "Cst3 Impact"
## [1] "Cst3 Itm2c"
## [1] "Cst3 Luzp2"
## [1] "Cst3 Mlc1"
## [1] "Cst3 Mtor"
## [1] "Cst3 Myo10"
## [1] "Cst3 Nfib"
## [1] "Cst3 Ntng1"
## [1] "Cst3 Plekha1"
## [1] "Cst3 Pmm1"
## [1] "Cst3 Prrc2b"
## [1] "Cst3 Prune2"
## [1] "Cst3 Scd2"
## [1] "Cst3 Slc1a3"
## [1] "Cst3 Smim13"
## [1] "Cst3 Sp8"
## [1] "Cst3 Tiam1"
## [1] "Cst3 Tmem47"
## [1] "Cst3 Tmsb4x"
## [1] "Cst3 Tuba1a"
## [1] "Cst3 Uchl1"
## [1] "Cst3 Utrn"
## [1] "Cst3 Vdac3"
## [1] "Cst3 Wdfy3"
## [1] "Dnm1l Dnm3"
## [1] "Dnm1l Erbb2ip"
## [1] "Dnm1l Fam63b"
## [1] "Dnm1l Gm15421"
## [1] "Dnm1l Gucy1b3"
## [1] "Dnm1l Igf2"
## [1] "Dnm1l Ildr2"
## [1] "Dnm1l Impact"
## [1] "Dnm1l Itm2c"
## [1] "Dnm1l Luzp2"
## [1] "Dnm1l Mlc1"
## [1] "Dnm1l Mtor"
## [1] "Dnm1l Myo10"
## [1] "Dnm1l Nfib"
## [1] "Dnm1l Ntng1"
## [1] "Dnm1l Plekha1"
## [1] "Dnm1l Pmm1"
## [1] "Dnm1l Prrc2b"
## [1] "Dnm1l Prune2"
## [1] "Dnm1l Scd2"
## [1] "Dnm1l Slc1a3"
## [1] "Dnm1l Smim13"
## [1] "Dnm1l Sp8"
## [1] "Dnm1l Tiam1"
## [1] "Dnm1l Tmem47"
## [1] "Dnm1l Tmsb4x"
## [1] "Dnm1l Tuba1a"
## [1] "Dnm1l Uchl1"
## [1] "Dnm1l Utrn"
## [1] "Dnm1l Vdac3"
## [1] "Dnm1l Wdfy3"
## [1] "Dnm3 Erbb2ip"
## [1] "Dnm3 Fam63b"
## [1] "Dnm3 Gm15421"
## [1] "Dnm3 Gucy1b3"
## [1] "Dnm3 Igf2"
## [1] "Dnm3 Ildr2"
## [1] "Dnm3 Impact"
## [1] "Dnm3 Itm2c"
## [1] "Dnm3 Luzp2"
## [1] "Dnm3 Mlc1"
## [1] "Dnm3 Mtor"
## [1] "Dnm3 Myo10"
## [1] "Dnm3 Nfib"
## [1] "Dnm3 Ntng1"
## [1] "Dnm3 Plekha1"
## [1] "Dnm3 Pmm1"
## [1] "Dnm3 Prrc2b"
## [1] "Dnm3 Prune2"
## [1] "Dnm3 Scd2"
## [1] "Dnm3 Slc1a3"
## [1] "Dnm3 Smim13"
## [1] "Dnm3 Sp8"
## [1] "Dnm3 Tiam1"
## [1] "Dnm3 Tmem47"
## [1] "Dnm3 Tmsb4x"
## [1] "Dnm3 Tuba1a"
## [1] "Dnm3 Uchl1"
## [1] "Dnm3 Utrn"
## [1] "Dnm3 Vdac3"
## [1] "Dnm3 Wdfy3"
## [1] "Erbb2ip Fam63b"
## [1] "Erbb2ip Gm15421"
## [1] "Erbb2ip Gucy1b3"
## [1] "Erbb2ip Igf2"
## [1] "Erbb2ip Ildr2"
## [1] "Erbb2ip Impact"
## [1] "Erbb2ip Itm2c"
## [1] "Erbb2ip Luzp2"
## [1] "Erbb2ip Mlc1"
## [1] "Erbb2ip Mtor"
## [1] "Erbb2ip Myo10"
## [1] "Erbb2ip Nfib"
## [1] "Erbb2ip Ntng1"
## [1] "Erbb2ip Plekha1"
## [1] "Erbb2ip Pmm1"
## [1] "Erbb2ip Prrc2b"
## [1] "Erbb2ip Prune2"
## [1] "Erbb2ip Scd2"
## [1] "Erbb2ip Slc1a3"
## [1] "Erbb2ip Smim13"
## [1] "Erbb2ip Sp8"
## [1] "Erbb2ip Tiam1"
## [1] "Erbb2ip Tmem47"
## [1] "Erbb2ip Tmsb4x"
## [1] "Erbb2ip Tuba1a"
## [1] "Erbb2ip Uchl1"
## [1] "Erbb2ip Utrn"
## [1] "Erbb2ip Vdac3"
## [1] "Erbb2ip Wdfy3"
## [1] "Fam63b Gm15421"
## [1] "Fam63b Gucy1b3"
## [1] "Fam63b Igf2"
## [1] "Fam63b Ildr2"
## [1] "Fam63b Impact"
## [1] "Fam63b Itm2c"
## [1] "Fam63b Luzp2"
## [1] "Fam63b Mlc1"
## [1] "Fam63b Mtor"
## [1] "Fam63b Myo10"
## [1] "Fam63b Nfib"
## [1] "Fam63b Ntng1"
## [1] "Fam63b Plekha1"
## [1] "Fam63b Pmm1"
## [1] "Fam63b Prrc2b"
## [1] "Fam63b Prune2"
## [1] "Fam63b Scd2"
## [1] "Fam63b Slc1a3"
## [1] "Fam63b Smim13"
## [1] "Fam63b Sp8"
## [1] "Fam63b Tiam1"
## [1] "Fam63b Tmem47"
## [1] "Fam63b Tmsb4x"
## [1] "Fam63b Tuba1a"
## [1] "Fam63b Uchl1"
## [1] "Fam63b Utrn"
## [1] "Fam63b Vdac3"
## [1] "Fam63b Wdfy3"
## [1] "Gm15421 Gucy1b3"
## [1] "Gm15421 Igf2"
## [1] "Gm15421 Ildr2"
## [1] "Gm15421 Impact"
## [1] "Gm15421 Itm2c"
## [1] "Gm15421 Luzp2"
## [1] "Gm15421 Mlc1"
## [1] "Gm15421 Mtor"
## [1] "Gm15421 Myo10"
## [1] "Gm15421 Nfib"
## [1] "Gm15421 Ntng1"
## [1] "Gm15421 Plekha1"
## [1] "Gm15421 Pmm1"
## [1] "Gm15421 Prrc2b"
## [1] "Gm15421 Prune2"
## [1] "Gm15421 Scd2"
## [1] "Gm15421 Slc1a3"
## [1] "Gm15421 Smim13"
## [1] "Gm15421 Sp8"
## [1] "Gm15421 Tiam1"
## [1] "Gm15421 Tmem47"
## [1] "Gm15421 Tmsb4x"
## [1] "Gm15421 Tuba1a"
## [1] "Gm15421 Uchl1"
## [1] "Gm15421 Utrn"
## [1] "Gm15421 Vdac3"
## [1] "Gm15421 Wdfy3"
## [1] "Gucy1b3 Igf2"
## [1] "Gucy1b3 Ildr2"
## [1] "Gucy1b3 Impact"
## [1] "Gucy1b3 Itm2c"
## [1] "Gucy1b3 Luzp2"
## [1] "Gucy1b3 Mlc1"
## [1] "Gucy1b3 Mtor"
## [1] "Gucy1b3 Myo10"
## [1] "Gucy1b3 Nfib"
## [1] "Gucy1b3 Ntng1"
## [1] "Gucy1b3 Plekha1"
## [1] "Gucy1b3 Pmm1"
## [1] "Gucy1b3 Prrc2b"
## [1] "Gucy1b3 Prune2"
## [1] "Gucy1b3 Scd2"
## [1] "Gucy1b3 Slc1a3"
## [1] "Gucy1b3 Smim13"
## [1] "Gucy1b3 Sp8"
## [1] "Gucy1b3 Tiam1"
## [1] "Gucy1b3 Tmem47"
## [1] "Gucy1b3 Tmsb4x"
## [1] "Gucy1b3 Tuba1a"
## [1] "Gucy1b3 Uchl1"
## [1] "Gucy1b3 Utrn"
## [1] "Gucy1b3 Vdac3"
## [1] "Gucy1b3 Wdfy3"
## [1] "Igf2 Ildr2"
## [1] "Igf2 Impact"
## [1] "Igf2 Itm2c"
## [1] "Igf2 Luzp2"
## [1] "Igf2 Mlc1"
## [1] "Igf2 Mtor"
## [1] "Igf2 Myo10"
## [1] "Igf2 Nfib"
## [1] "Igf2 Ntng1"
## [1] "Igf2 Plekha1"
## [1] "Igf2 Pmm1"
## [1] "Igf2 Prrc2b"
## [1] "Igf2 Prune2"
## [1] "Igf2 Scd2"
## [1] "Igf2 Slc1a3"
## [1] "Igf2 Smim13"
## [1] "Igf2 Sp8"
## [1] "Igf2 Tiam1"
## [1] "Igf2 Tmem47"
## [1] "Igf2 Tmsb4x"
## [1] "Igf2 Tuba1a"
## [1] "Igf2 Uchl1"
## [1] "Igf2 Utrn"
## [1] "Igf2 Vdac3"
## [1] "Igf2 Wdfy3"
## [1] "Ildr2 Impact"
## [1] "Ildr2 Itm2c"
## [1] "Ildr2 Luzp2"
## [1] "Ildr2 Mlc1"
## [1] "Ildr2 Mtor"
## [1] "Ildr2 Myo10"
## [1] "Ildr2 Nfib"
## [1] "Ildr2 Ntng1"
## [1] "Ildr2 Plekha1"
## [1] "Ildr2 Pmm1"
## [1] "Ildr2 Prrc2b"
## [1] "Ildr2 Prune2"
## [1] "Ildr2 Scd2"
## [1] "Ildr2 Slc1a3"
## [1] "Ildr2 Smim13"
## [1] "Ildr2 Sp8"
## [1] "Ildr2 Tiam1"
## [1] "Ildr2 Tmem47"
## [1] "Ildr2 Tmsb4x"
## [1] "Ildr2 Tuba1a"
## [1] "Ildr2 Uchl1"
## [1] "Ildr2 Utrn"
## [1] "Ildr2 Vdac3"
## [1] "Ildr2 Wdfy3"
## [1] "Impact Itm2c"
## [1] "Impact Luzp2"
## [1] "Impact Mlc1"
## [1] "Impact Mtor"
## [1] "Impact Myo10"
## [1] "Impact Nfib"
## [1] "Impact Ntng1"
## [1] "Impact Plekha1"
## [1] "Impact Pmm1"
## [1] "Impact Prrc2b"
## [1] "Impact Prune2"
## [1] "Impact Scd2"
## [1] "Impact Slc1a3"
## [1] "Impact Smim13"
## [1] "Impact Sp8"
## [1] "Impact Tiam1"
## [1] "Impact Tmem47"
## [1] "Impact Tmsb4x"
## [1] "Impact Tuba1a"
## [1] "Impact Uchl1"
## [1] "Impact Utrn"
## [1] "Impact Vdac3"
## [1] "Impact Wdfy3"
## [1] "Itm2c Luzp2"
## [1] "Itm2c Mlc1"
## [1] "Itm2c Mtor"
## [1] "Itm2c Myo10"
## [1] "Itm2c Nfib"
## [1] "Itm2c Ntng1"
## [1] "Itm2c Plekha1"
## [1] "Itm2c Pmm1"
## [1] "Itm2c Prrc2b"
## [1] "Itm2c Prune2"
## [1] "Itm2c Scd2"
## [1] "Itm2c Slc1a3"
## [1] "Itm2c Smim13"
## [1] "Itm2c Sp8"
## [1] "Itm2c Tiam1"
## [1] "Itm2c Tmem47"
## [1] "Itm2c Tmsb4x"
## [1] "Itm2c Tuba1a"
## [1] "Itm2c Uchl1"
## [1] "Itm2c Utrn"
## [1] "Itm2c Vdac3"
## [1] "Itm2c Wdfy3"
## [1] "Luzp2 Mlc1"
## [1] "Luzp2 Mtor"
## [1] "Luzp2 Myo10"
## [1] "Luzp2 Nfib"
## [1] "Luzp2 Ntng1"
## [1] "Luzp2 Plekha1"
## [1] "Luzp2 Pmm1"
## [1] "Luzp2 Prrc2b"
## [1] "Luzp2 Prune2"
## [1] "Luzp2 Scd2"
## [1] "Luzp2 Slc1a3"
## [1] "Luzp2 Smim13"
## [1] "Luzp2 Sp8"
## [1] "Luzp2 Tiam1"
## [1] "Luzp2 Tmem47"
## [1] "Luzp2 Tmsb4x"
## [1] "Luzp2 Tuba1a"
## [1] "Luzp2 Uchl1"
## [1] "Luzp2 Utrn"
## [1] "Luzp2 Vdac3"
## [1] "Luzp2 Wdfy3"
## [1] "Mlc1 Mtor"
## [1] "Mlc1 Myo10"
## [1] "Mlc1 Nfib"
## [1] "Mlc1 Ntng1"
## [1] "Mlc1 Plekha1"
## [1] "Mlc1 Pmm1"
## [1] "Mlc1 Prrc2b"
## [1] "Mlc1 Prune2"
## [1] "Mlc1 Scd2"
## [1] "Mlc1 Slc1a3"
## [1] "Mlc1 Smim13"
## [1] "Mlc1 Sp8"
## [1] "Mlc1 Tiam1"
## [1] "Mlc1 Tmem47"
## [1] "Mlc1 Tmsb4x"
## [1] "Mlc1 Tuba1a"
## [1] "Mlc1 Uchl1"
## [1] "Mlc1 Utrn"
## [1] "Mlc1 Vdac3"
## [1] "Mlc1 Wdfy3"
## [1] "Mtor Myo10"
## [1] "Mtor Nfib"
## [1] "Mtor Ntng1"
## [1] "Mtor Plekha1"
## [1] "Mtor Pmm1"
## [1] "Mtor Prrc2b"
## [1] "Mtor Prune2"
## [1] "Mtor Scd2"
## [1] "Mtor Slc1a3"
## [1] "Mtor Smim13"
## [1] "Mtor Sp8"
## [1] "Mtor Tiam1"
## [1] "Mtor Tmem47"
## [1] "Mtor Tmsb4x"
## [1] "Mtor Tuba1a"
## [1] "Mtor Uchl1"
## [1] "Mtor Utrn"
## [1] "Mtor Vdac3"
## [1] "Mtor Wdfy3"
## [1] "Myo10 Nfib"
## [1] "Myo10 Ntng1"
## [1] "Myo10 Plekha1"
## [1] "Myo10 Pmm1"
## [1] "Myo10 Prrc2b"
## [1] "Myo10 Prune2"
## [1] "Myo10 Scd2"
## [1] "Myo10 Slc1a3"
## [1] "Myo10 Smim13"
## [1] "Myo10 Sp8"
## [1] "Myo10 Tiam1"
## [1] "Myo10 Tmem47"
## [1] "Myo10 Tmsb4x"
## [1] "Myo10 Tuba1a"
## [1] "Myo10 Uchl1"
## [1] "Myo10 Utrn"
## [1] "Myo10 Vdac3"
## [1] "Myo10 Wdfy3"
## [1] "Nfib Ntng1"
## [1] "Nfib Plekha1"
## [1] "Nfib Pmm1"
## [1] "Nfib Prrc2b"
## [1] "Nfib Prune2"
## [1] "Nfib Scd2"
## [1] "Nfib Slc1a3"
## [1] "Nfib Smim13"
## [1] "Nfib Sp8"
## [1] "Nfib Tiam1"
## [1] "Nfib Tmem47"
## [1] "Nfib Tmsb4x"
## [1] "Nfib Tuba1a"
## [1] "Nfib Uchl1"
## [1] "Nfib Utrn"
## [1] "Nfib Vdac3"
## [1] "Nfib Wdfy3"
## [1] "Ntng1 Plekha1"
## [1] "Ntng1 Pmm1"
## [1] "Ntng1 Prrc2b"
## [1] "Ntng1 Prune2"
## [1] "Ntng1 Scd2"
## [1] "Ntng1 Slc1a3"
## [1] "Ntng1 Smim13"
## [1] "Ntng1 Sp8"
## [1] "Ntng1 Tiam1"
## [1] "Ntng1 Tmem47"
## [1] "Ntng1 Tmsb4x"
## [1] "Ntng1 Tuba1a"
## [1] "Ntng1 Uchl1"
## [1] "Ntng1 Utrn"
## [1] "Ntng1 Vdac3"
## [1] "Ntng1 Wdfy3"
## [1] "Plekha1 Pmm1"
## [1] "Plekha1 Prrc2b"
## [1] "Plekha1 Prune2"
## [1] "Plekha1 Scd2"
## [1] "Plekha1 Slc1a3"
## [1] "Plekha1 Smim13"
## [1] "Plekha1 Sp8"
## [1] "Plekha1 Tiam1"
## [1] "Plekha1 Tmem47"
## [1] "Plekha1 Tmsb4x"
## [1] "Plekha1 Tuba1a"
## [1] "Plekha1 Uchl1"
## [1] "Plekha1 Utrn"
## [1] "Plekha1 Vdac3"
## [1] "Plekha1 Wdfy3"
## [1] "Pmm1 Prrc2b"
## [1] "Pmm1 Prune2"
## [1] "Pmm1 Scd2"
## [1] "Pmm1 Slc1a3"
## [1] "Pmm1 Smim13"
## [1] "Pmm1 Sp8"
## [1] "Pmm1 Tiam1"
## [1] "Pmm1 Tmem47"
## [1] "Pmm1 Tmsb4x"
## [1] "Pmm1 Tuba1a"
## [1] "Pmm1 Uchl1"
## [1] "Pmm1 Utrn"
## [1] "Pmm1 Vdac3"
## [1] "Pmm1 Wdfy3"
## [1] "Prrc2b Prune2"
## [1] "Prrc2b Scd2"
## [1] "Prrc2b Slc1a3"
## [1] "Prrc2b Smim13"
## [1] "Prrc2b Sp8"
## [1] "Prrc2b Tiam1"
## [1] "Prrc2b Tmem47"
## [1] "Prrc2b Tmsb4x"
## [1] "Prrc2b Tuba1a"
## [1] "Prrc2b Uchl1"
## [1] "Prrc2b Utrn"
## [1] "Prrc2b Vdac3"
## [1] "Prrc2b Wdfy3"
## [1] "Prune2 Scd2"
## [1] "Prune2 Slc1a3"
## [1] "Prune2 Smim13"
## [1] "Prune2 Sp8"
## [1] "Prune2 Tiam1"
## [1] "Prune2 Tmem47"
## [1] "Prune2 Tmsb4x"
## [1] "Prune2 Tuba1a"
## [1] "Prune2 Uchl1"
## [1] "Prune2 Utrn"
## [1] "Prune2 Vdac3"
## [1] "Prune2 Wdfy3"
## [1] "Scd2 Slc1a3"
## [1] "Scd2 Smim13"
## [1] "Scd2 Sp8"
## [1] "Scd2 Tiam1"
## [1] "Scd2 Tmem47"
## [1] "Scd2 Tmsb4x"
## [1] "Scd2 Tuba1a"
## [1] "Scd2 Uchl1"
## [1] "Scd2 Utrn"
## [1] "Scd2 Vdac3"
## [1] "Scd2 Wdfy3"
## [1] "Slc1a3 Smim13"
## [1] "Slc1a3 Sp8"
## [1] "Slc1a3 Tiam1"
## [1] "Slc1a3 Tmem47"
## [1] "Slc1a3 Tmsb4x"
## [1] "Slc1a3 Tuba1a"
## [1] "Slc1a3 Uchl1"
## [1] "Slc1a3 Utrn"
## [1] "Slc1a3 Vdac3"
## [1] "Slc1a3 Wdfy3"
## [1] "Smim13 Sp8"
## [1] "Smim13 Tiam1"
## [1] "Smim13 Tmem47"
## [1] "Smim13 Tmsb4x"
## [1] "Smim13 Tuba1a"
## [1] "Smim13 Uchl1"
## [1] "Smim13 Utrn"
## [1] "Smim13 Vdac3"
## [1] "Smim13 Wdfy3"
## [1] "Sp8 Tiam1"
## [1] "Sp8 Tmem47"
## [1] "Sp8 Tmsb4x"
## [1] "Sp8 Tuba1a"
## [1] "Sp8 Uchl1"
## [1] "Sp8 Utrn"
## [1] "Sp8 Vdac3"
## [1] "Sp8 Wdfy3"
## [1] "Tiam1 Tmem47"
## [1] "Tiam1 Tmsb4x"
## [1] "Tiam1 Tuba1a"
## [1] "Tiam1 Uchl1"
## [1] "Tiam1 Utrn"
## [1] "Tiam1 Vdac3"
## [1] "Tiam1 Wdfy3"
## [1] "Tmem47 Tmsb4x"
## [1] "Tmem47 Tuba1a"
## [1] "Tmem47 Uchl1"
## [1] "Tmem47 Utrn"
## [1] "Tmem47 Vdac3"
## [1] "Tmem47 Wdfy3"
## [1] "Tmsb4x Tuba1a"
## [1] "Tmsb4x Uchl1"
## [1] "Tmsb4x Utrn"
## [1] "Tmsb4x Vdac3"
## [1] "Tmsb4x Wdfy3"
## [1] "Tuba1a Uchl1"
## [1] "Tuba1a Utrn"
## [1] "Tuba1a Vdac3"
## [1] "Tuba1a Wdfy3"
## [1] "Uchl1 Utrn"
## [1] "Uchl1 Vdac3"
## [1] "Uchl1 Wdfy3"
## [1] "Utrn Vdac3"
## [1] "Utrn Wdfy3"
## [1] "Vdac3 Wdfy3"
## [1] "Abat Actb"
## [1] "Abat Arrb1"
## [1] "Abat Atp6v1c1"
## [1] "Abat Atrnl1"
## [1] "Abat Bai1"
## [1] "Abat Calm1"
## [1] "Abat Ccng1"
## [1] "Abat Cldn11"
## [1] "Abat Cnp"
## [1] "Abat Cst3"
## [1] "Abat Dnm1l"
## [1] "Abat Dnm3"
## [1] "Abat Erbb2ip"
## [1] "Abat Fam63b"
## [1] "Abat Gm15421"
## [1] "Abat Gucy1b3"
## [1] "Abat Igf2"
## [1] "Abat Ildr2"
## [1] "Abat Impact"
## [1] "Abat Itm2c"
## [1] "Abat Luzp2"
## [1] "Abat Mlc1"
## [1] "Abat Mtor"
## [1] "Abat Myo10"
## [1] "Abat Nfib"
## [1] "Abat Ntng1"
## [1] "Abat Plekha1"
## [1] "Abat Pmm1"
## [1] "Abat Prrc2b"
## [1] "Abat Prune2"
## [1] "Abat Scd2"
## [1] "Abat Slc1a3"
## [1] "Abat Smim13"
## [1] "Abat Sp8"
## [1] "Abat Tiam1"
## [1] "Abat Tmem47"
## [1] "Abat Tmsb4x"
## [1] "Abat Tuba1a"
## [1] "Abat Uchl1"
## [1] "Abat Utrn"
## [1] "Abat Vdac3"
## [1] "Abat Wdfy3"
## [1] "Actb Arrb1"
## [1] "Actb Atp6v1c1"
## [1] "Actb Atrnl1"
## [1] "Actb Bai1"
## [1] "Actb Calm1"
## [1] "Actb Ccng1"
## [1] "Actb Cldn11"
## [1] "Actb Cnp"
## [1] "Actb Cst3"
## [1] "Actb Dnm1l"
## [1] "Actb Dnm3"
## [1] "Actb Erbb2ip"
## [1] "Actb Fam63b"
## [1] "Actb Gm15421"
## [1] "Actb Gucy1b3"
## [1] "Actb Igf2"
## [1] "Actb Ildr2"
## [1] "Actb Impact"
## [1] "Actb Itm2c"
## [1] "Actb Luzp2"
## [1] "Actb Mlc1"
## [1] "Actb Mtor"
## [1] "Actb Myo10"
## [1] "Actb Nfib"
## [1] "Actb Ntng1"
## [1] "Actb Plekha1"
## [1] "Actb Pmm1"
## [1] "Actb Prrc2b"
## [1] "Actb Prune2"
## [1] "Actb Scd2"
## [1] "Actb Slc1a3"
## [1] "Actb Smim13"
## [1] "Actb Sp8"
## [1] "Actb Tiam1"
## [1] "Actb Tmem47"
## [1] "Actb Tmsb4x"
## [1] "Actb Tuba1a"
## [1] "Actb Uchl1"
## [1] "Actb Utrn"
## [1] "Actb Vdac3"
## [1] "Actb Wdfy3"
## [1] "Arrb1 Atp6v1c1"
## [1] "Arrb1 Atrnl1"
## [1] "Arrb1 Bai1"
## [1] "Arrb1 Calm1"
## [1] "Arrb1 Ccng1"
## [1] "Arrb1 Cldn11"
## [1] "Arrb1 Cnp"
## [1] "Arrb1 Cst3"
## [1] "Arrb1 Dnm1l"
## [1] "Arrb1 Dnm3"
## [1] "Arrb1 Erbb2ip"
## [1] "Arrb1 Fam63b"
## [1] "Arrb1 Gm15421"
## [1] "Arrb1 Gucy1b3"
## [1] "Arrb1 Igf2"
## [1] "Arrb1 Ildr2"
## [1] "Arrb1 Impact"
## [1] "Arrb1 Itm2c"
## [1] "Arrb1 Luzp2"
## [1] "Arrb1 Mlc1"
## [1] "Arrb1 Mtor"
## [1] "Arrb1 Myo10"
## [1] "Arrb1 Nfib"
## [1] "Arrb1 Ntng1"
## [1] "Arrb1 Plekha1"
## [1] "Arrb1 Pmm1"
## [1] "Arrb1 Prrc2b"
## [1] "Arrb1 Prune2"
## [1] "Arrb1 Scd2"
## [1] "Arrb1 Slc1a3"
## [1] "Arrb1 Smim13"
## [1] "Arrb1 Sp8"
## [1] "Arrb1 Tiam1"
## [1] "Arrb1 Tmem47"
## [1] "Arrb1 Tmsb4x"
## [1] "Arrb1 Tuba1a"
## [1] "Arrb1 Uchl1"
## [1] "Arrb1 Utrn"
## [1] "Arrb1 Vdac3"
## [1] "Arrb1 Wdfy3"
## [1] "Atp6v1c1 Atrnl1"
## [1] "Atp6v1c1 Bai1"
## [1] "Atp6v1c1 Calm1"
## [1] "Atp6v1c1 Ccng1"
## [1] "Atp6v1c1 Cldn11"
## [1] "Atp6v1c1 Cnp"
## [1] "Atp6v1c1 Cst3"
## [1] "Atp6v1c1 Dnm1l"
## [1] "Atp6v1c1 Dnm3"
## [1] "Atp6v1c1 Erbb2ip"
## [1] "Atp6v1c1 Fam63b"
## [1] "Atp6v1c1 Gm15421"
## [1] "Atp6v1c1 Gucy1b3"
## [1] "Atp6v1c1 Igf2"
## [1] "Atp6v1c1 Ildr2"
## [1] "Atp6v1c1 Impact"
## [1] "Atp6v1c1 Itm2c"
## [1] "Atp6v1c1 Luzp2"
## [1] "Atp6v1c1 Mlc1"
## [1] "Atp6v1c1 Mtor"
## [1] "Atp6v1c1 Myo10"
## [1] "Atp6v1c1 Nfib"
## [1] "Atp6v1c1 Ntng1"
## [1] "Atp6v1c1 Plekha1"
## [1] "Atp6v1c1 Pmm1"
## [1] "Atp6v1c1 Prrc2b"
## [1] "Atp6v1c1 Prune2"
## [1] "Atp6v1c1 Scd2"
## [1] "Atp6v1c1 Slc1a3"
## [1] "Atp6v1c1 Smim13"
## [1] "Atp6v1c1 Sp8"
## [1] "Atp6v1c1 Tiam1"
## [1] "Atp6v1c1 Tmem47"
## [1] "Atp6v1c1 Tmsb4x"
## [1] "Atp6v1c1 Tuba1a"
## [1] "Atp6v1c1 Uchl1"
## [1] "Atp6v1c1 Utrn"
## [1] "Atp6v1c1 Vdac3"
## [1] "Atp6v1c1 Wdfy3"
## [1] "Atrnl1 Bai1"
## [1] "Atrnl1 Calm1"
## [1] "Atrnl1 Ccng1"
## [1] "Atrnl1 Cldn11"
## [1] "Atrnl1 Cnp"
## [1] "Atrnl1 Cst3"
## [1] "Atrnl1 Dnm1l"
## [1] "Atrnl1 Dnm3"
## [1] "Atrnl1 Erbb2ip"
## [1] "Atrnl1 Fam63b"
## [1] "Atrnl1 Gm15421"
## [1] "Atrnl1 Gucy1b3"
## [1] "Atrnl1 Igf2"
## [1] "Atrnl1 Ildr2"
## [1] "Atrnl1 Impact"
## [1] "Atrnl1 Itm2c"
## [1] "Atrnl1 Luzp2"
## [1] "Atrnl1 Mlc1"
## [1] "Atrnl1 Mtor"
## [1] "Atrnl1 Myo10"
## [1] "Atrnl1 Nfib"
## [1] "Atrnl1 Ntng1"
## [1] "Atrnl1 Plekha1"
## [1] "Atrnl1 Pmm1"
## [1] "Atrnl1 Prrc2b"
## [1] "Atrnl1 Prune2"
## [1] "Atrnl1 Scd2"
## [1] "Atrnl1 Slc1a3"
## [1] "Atrnl1 Smim13"
## [1] "Atrnl1 Sp8"
## [1] "Atrnl1 Tiam1"
## [1] "Atrnl1 Tmem47"
## [1] "Atrnl1 Tmsb4x"
## [1] "Atrnl1 Tuba1a"
## [1] "Atrnl1 Uchl1"
## [1] "Atrnl1 Utrn"
## [1] "Atrnl1 Vdac3"
## [1] "Atrnl1 Wdfy3"
## [1] "Bai1 Calm1"
## [1] "Bai1 Ccng1"
## [1] "Bai1 Cldn11"
## [1] "Bai1 Cnp"
## [1] "Bai1 Cst3"
## [1] "Bai1 Dnm1l"
## [1] "Bai1 Dnm3"
## [1] "Bai1 Erbb2ip"
## [1] "Bai1 Fam63b"
## [1] "Bai1 Gm15421"
## [1] "Bai1 Gucy1b3"
## [1] "Bai1 Igf2"
## [1] "Bai1 Ildr2"
## [1] "Bai1 Impact"
## [1] "Bai1 Itm2c"
## [1] "Bai1 Luzp2"
## [1] "Bai1 Mlc1"
## [1] "Bai1 Mtor"
## [1] "Bai1 Myo10"
## [1] "Bai1 Nfib"
## [1] "Bai1 Ntng1"
## [1] "Bai1 Plekha1"
## [1] "Bai1 Pmm1"
## [1] "Bai1 Prrc2b"
## [1] "Bai1 Prune2"
## [1] "Bai1 Scd2"
## [1] "Bai1 Slc1a3"
## [1] "Bai1 Smim13"
## [1] "Bai1 Sp8"
## [1] "Bai1 Tiam1"
## [1] "Bai1 Tmem47"
## [1] "Bai1 Tmsb4x"
## [1] "Bai1 Tuba1a"
## [1] "Bai1 Uchl1"
## [1] "Bai1 Utrn"
## [1] "Bai1 Vdac3"
## [1] "Bai1 Wdfy3"
## [1] "Calm1 Ccng1"
## [1] "Calm1 Cldn11"
## [1] "Calm1 Cnp"
## [1] "Calm1 Cst3"
## [1] "Calm1 Dnm1l"
## [1] "Calm1 Dnm3"
## [1] "Calm1 Erbb2ip"
## [1] "Calm1 Fam63b"
## [1] "Calm1 Gm15421"
## [1] "Calm1 Gucy1b3"
## [1] "Calm1 Igf2"
## [1] "Calm1 Ildr2"
## [1] "Calm1 Impact"
## [1] "Calm1 Itm2c"
## [1] "Calm1 Luzp2"
## [1] "Calm1 Mlc1"
## [1] "Calm1 Mtor"
## [1] "Calm1 Myo10"
## [1] "Calm1 Nfib"
## [1] "Calm1 Ntng1"
## [1] "Calm1 Plekha1"
## [1] "Calm1 Pmm1"
## [1] "Calm1 Prrc2b"
## [1] "Calm1 Prune2"
## [1] "Calm1 Scd2"
## [1] "Calm1 Slc1a3"
## [1] "Calm1 Smim13"
## [1] "Calm1 Sp8"
## [1] "Calm1 Tiam1"
## [1] "Calm1 Tmem47"
## [1] "Calm1 Tmsb4x"
## [1] "Calm1 Tuba1a"
## [1] "Calm1 Uchl1"
## [1] "Calm1 Utrn"
## [1] "Calm1 Vdac3"
## [1] "Calm1 Wdfy3"
## [1] "Ccng1 Cldn11"
## [1] "Ccng1 Cnp"
## [1] "Ccng1 Cst3"
## [1] "Ccng1 Dnm1l"
## [1] "Ccng1 Dnm3"
## [1] "Ccng1 Erbb2ip"
## [1] "Ccng1 Fam63b"
## [1] "Ccng1 Gm15421"
## [1] "Ccng1 Gucy1b3"
## [1] "Ccng1 Igf2"
## [1] "Ccng1 Ildr2"
## [1] "Ccng1 Impact"
## [1] "Ccng1 Itm2c"
## [1] "Ccng1 Luzp2"
## [1] "Ccng1 Mlc1"
## [1] "Ccng1 Mtor"
## [1] "Ccng1 Myo10"
## [1] "Ccng1 Nfib"
## [1] "Ccng1 Ntng1"
## [1] "Ccng1 Plekha1"
## [1] "Ccng1 Pmm1"
## [1] "Ccng1 Prrc2b"
## [1] "Ccng1 Prune2"
## [1] "Ccng1 Scd2"
## [1] "Ccng1 Slc1a3"
## [1] "Ccng1 Smim13"
## [1] "Ccng1 Sp8"
## [1] "Ccng1 Tiam1"
## [1] "Ccng1 Tmem47"
## [1] "Ccng1 Tmsb4x"
## [1] "Ccng1 Tuba1a"
## [1] "Ccng1 Uchl1"
## [1] "Ccng1 Utrn"
## [1] "Ccng1 Vdac3"
## [1] "Ccng1 Wdfy3"
## [1] "Cldn11 Cnp"
## [1] "Cldn11 Cst3"
## [1] "Cldn11 Dnm1l"
## [1] "Cldn11 Dnm3"
## [1] "Cldn11 Erbb2ip"
## [1] "Cldn11 Fam63b"
## [1] "Cldn11 Gm15421"
## [1] "Cldn11 Gucy1b3"
## [1] "Cldn11 Igf2"
## [1] "Cldn11 Ildr2"
## [1] "Cldn11 Impact"
## [1] "Cldn11 Itm2c"
## [1] "Cldn11 Luzp2"
## [1] "Cldn11 Mlc1"
## [1] "Cldn11 Mtor"
## [1] "Cldn11 Myo10"
## [1] "Cldn11 Nfib"
## [1] "Cldn11 Ntng1"
## [1] "Cldn11 Plekha1"
## [1] "Cldn11 Pmm1"
## [1] "Cldn11 Prrc2b"
## [1] "Cldn11 Prune2"
## [1] "Cldn11 Scd2"
## [1] "Cldn11 Slc1a3"
## [1] "Cldn11 Smim13"
## [1] "Cldn11 Sp8"
## [1] "Cldn11 Tiam1"
## [1] "Cldn11 Tmem47"
## [1] "Cldn11 Tmsb4x"
## [1] "Cldn11 Tuba1a"
## [1] "Cldn11 Uchl1"
## [1] "Cldn11 Utrn"
## [1] "Cldn11 Vdac3"
## [1] "Cldn11 Wdfy3"
## [1] "Cnp Cst3"
## [1] "Cnp Dnm1l"
## [1] "Cnp Dnm3"
## [1] "Cnp Erbb2ip"
## [1] "Cnp Fam63b"
## [1] "Cnp Gm15421"
## [1] "Cnp Gucy1b3"
## [1] "Cnp Igf2"
## [1] "Cnp Ildr2"
## [1] "Cnp Impact"
## [1] "Cnp Itm2c"
## [1] "Cnp Luzp2"
## [1] "Cnp Mlc1"
## [1] "Cnp Mtor"
## [1] "Cnp Myo10"
## [1] "Cnp Nfib"
## [1] "Cnp Ntng1"
## [1] "Cnp Plekha1"
## [1] "Cnp Pmm1"
## [1] "Cnp Prrc2b"
## [1] "Cnp Prune2"
## [1] "Cnp Scd2"
## [1] "Cnp Slc1a3"
## [1] "Cnp Smim13"
## [1] "Cnp Sp8"
## [1] "Cnp Tiam1"
## [1] "Cnp Tmem47"
## [1] "Cnp Tmsb4x"
## [1] "Cnp Tuba1a"
## [1] "Cnp Uchl1"
## [1] "Cnp Utrn"
## [1] "Cnp Vdac3"
## [1] "Cnp Wdfy3"
## [1] "Cst3 Dnm1l"
## [1] "Cst3 Dnm3"
## [1] "Cst3 Erbb2ip"
## [1] "Cst3 Fam63b"
## [1] "Cst3 Gm15421"
## [1] "Cst3 Gucy1b3"
## [1] "Cst3 Igf2"
## [1] "Cst3 Ildr2"
## [1] "Cst3 Impact"
## [1] "Cst3 Itm2c"
## [1] "Cst3 Luzp2"
## [1] "Cst3 Mlc1"
## [1] "Cst3 Mtor"
## [1] "Cst3 Myo10"
## [1] "Cst3 Nfib"
## [1] "Cst3 Ntng1"
## [1] "Cst3 Plekha1"
## [1] "Cst3 Pmm1"
## [1] "Cst3 Prrc2b"
## [1] "Cst3 Prune2"
## [1] "Cst3 Scd2"
## [1] "Cst3 Slc1a3"
## [1] "Cst3 Smim13"
## [1] "Cst3 Sp8"
## [1] "Cst3 Tiam1"
## [1] "Cst3 Tmem47"
## [1] "Cst3 Tmsb4x"
## [1] "Cst3 Tuba1a"
## [1] "Cst3 Uchl1"
## [1] "Cst3 Utrn"
## [1] "Cst3 Vdac3"
## [1] "Cst3 Wdfy3"
## [1] "Dnm1l Dnm3"
## [1] "Dnm1l Erbb2ip"
## [1] "Dnm1l Fam63b"
## [1] "Dnm1l Gm15421"
## [1] "Dnm1l Gucy1b3"
## [1] "Dnm1l Igf2"
## [1] "Dnm1l Ildr2"
## [1] "Dnm1l Impact"
## [1] "Dnm1l Itm2c"
## [1] "Dnm1l Luzp2"
## [1] "Dnm1l Mlc1"
## [1] "Dnm1l Mtor"
## [1] "Dnm1l Myo10"
## [1] "Dnm1l Nfib"
## [1] "Dnm1l Ntng1"
## [1] "Dnm1l Plekha1"
## [1] "Dnm1l Pmm1"
## [1] "Dnm1l Prrc2b"
## [1] "Dnm1l Prune2"
## [1] "Dnm1l Scd2"
## [1] "Dnm1l Slc1a3"
## [1] "Dnm1l Smim13"
## [1] "Dnm1l Sp8"
## [1] "Dnm1l Tiam1"
## [1] "Dnm1l Tmem47"
## [1] "Dnm1l Tmsb4x"
## [1] "Dnm1l Tuba1a"
## [1] "Dnm1l Uchl1"
## [1] "Dnm1l Utrn"
## [1] "Dnm1l Vdac3"
## [1] "Dnm1l Wdfy3"
## [1] "Dnm3 Erbb2ip"
## [1] "Dnm3 Fam63b"
## [1] "Dnm3 Gm15421"
## [1] "Dnm3 Gucy1b3"
## [1] "Dnm3 Igf2"
## [1] "Dnm3 Ildr2"
## [1] "Dnm3 Impact"
## [1] "Dnm3 Itm2c"
## [1] "Dnm3 Luzp2"
## [1] "Dnm3 Mlc1"
## [1] "Dnm3 Mtor"
## [1] "Dnm3 Myo10"
## [1] "Dnm3 Nfib"
## [1] "Dnm3 Ntng1"
## [1] "Dnm3 Plekha1"
## [1] "Dnm3 Pmm1"
## [1] "Dnm3 Prrc2b"
## [1] "Dnm3 Prune2"
## [1] "Dnm3 Scd2"
## [1] "Dnm3 Slc1a3"
## [1] "Dnm3 Smim13"
## [1] "Dnm3 Sp8"
## [1] "Dnm3 Tiam1"
## [1] "Dnm3 Tmem47"
## [1] "Dnm3 Tmsb4x"
## [1] "Dnm3 Tuba1a"
## [1] "Dnm3 Uchl1"
## [1] "Dnm3 Utrn"
## [1] "Dnm3 Vdac3"
## [1] "Dnm3 Wdfy3"
## [1] "Erbb2ip Fam63b"
## [1] "Erbb2ip Gm15421"
## [1] "Erbb2ip Gucy1b3"
## [1] "Erbb2ip Igf2"
## [1] "Erbb2ip Ildr2"
## [1] "Erbb2ip Impact"
## [1] "Erbb2ip Itm2c"
## [1] "Erbb2ip Luzp2"
## [1] "Erbb2ip Mlc1"
## [1] "Erbb2ip Mtor"
## [1] "Erbb2ip Myo10"
## [1] "Erbb2ip Nfib"
## [1] "Erbb2ip Ntng1"
## [1] "Erbb2ip Plekha1"
## [1] "Erbb2ip Pmm1"
## [1] "Erbb2ip Prrc2b"
## [1] "Erbb2ip Prune2"
## [1] "Erbb2ip Scd2"
## [1] "Erbb2ip Slc1a3"
## [1] "Erbb2ip Smim13"
## [1] "Erbb2ip Sp8"
## [1] "Erbb2ip Tiam1"
## [1] "Erbb2ip Tmem47"
## [1] "Erbb2ip Tmsb4x"
## [1] "Erbb2ip Tuba1a"
## [1] "Erbb2ip Uchl1"
## [1] "Erbb2ip Utrn"
## [1] "Erbb2ip Vdac3"
## [1] "Erbb2ip Wdfy3"
## [1] "Fam63b Gm15421"
## [1] "Fam63b Gucy1b3"
## [1] "Fam63b Igf2"
## [1] "Fam63b Ildr2"
## [1] "Fam63b Impact"
## [1] "Fam63b Itm2c"
## [1] "Fam63b Luzp2"
## [1] "Fam63b Mlc1"
## [1] "Fam63b Mtor"
## [1] "Fam63b Myo10"
## [1] "Fam63b Nfib"
## [1] "Fam63b Ntng1"
## [1] "Fam63b Plekha1"
## [1] "Fam63b Pmm1"
## [1] "Fam63b Prrc2b"
## [1] "Fam63b Prune2"
## [1] "Fam63b Scd2"
## [1] "Fam63b Slc1a3"
## [1] "Fam63b Smim13"
## [1] "Fam63b Sp8"
## [1] "Fam63b Tiam1"
## [1] "Fam63b Tmem47"
## [1] "Fam63b Tmsb4x"
## [1] "Fam63b Tuba1a"
## [1] "Fam63b Uchl1"
## [1] "Fam63b Utrn"
## [1] "Fam63b Vdac3"
## [1] "Fam63b Wdfy3"
## [1] "Gm15421 Gucy1b3"
## [1] "Gm15421 Igf2"
## [1] "Gm15421 Ildr2"
## [1] "Gm15421 Impact"
## [1] "Gm15421 Itm2c"
## [1] "Gm15421 Luzp2"
## [1] "Gm15421 Mlc1"
## [1] "Gm15421 Mtor"
## [1] "Gm15421 Myo10"
## [1] "Gm15421 Nfib"
## [1] "Gm15421 Ntng1"
## [1] "Gm15421 Plekha1"
## [1] "Gm15421 Pmm1"
## [1] "Gm15421 Prrc2b"
## [1] "Gm15421 Prune2"
## [1] "Gm15421 Scd2"
## [1] "Gm15421 Slc1a3"
## [1] "Gm15421 Smim13"
## [1] "Gm15421 Sp8"
## [1] "Gm15421 Tiam1"
## [1] "Gm15421 Tmem47"
## [1] "Gm15421 Tmsb4x"
## [1] "Gm15421 Tuba1a"
## [1] "Gm15421 Uchl1"
## [1] "Gm15421 Utrn"
## [1] "Gm15421 Vdac3"
## [1] "Gm15421 Wdfy3"
## [1] "Gucy1b3 Igf2"
## [1] "Gucy1b3 Ildr2"
## [1] "Gucy1b3 Impact"
## [1] "Gucy1b3 Itm2c"
## [1] "Gucy1b3 Luzp2"
## [1] "Gucy1b3 Mlc1"
## [1] "Gucy1b3 Mtor"
## [1] "Gucy1b3 Myo10"
## [1] "Gucy1b3 Nfib"
## [1] "Gucy1b3 Ntng1"
## [1] "Gucy1b3 Plekha1"
## [1] "Gucy1b3 Pmm1"
## [1] "Gucy1b3 Prrc2b"
## [1] "Gucy1b3 Prune2"
## [1] "Gucy1b3 Scd2"
## [1] "Gucy1b3 Slc1a3"
## [1] "Gucy1b3 Smim13"
## [1] "Gucy1b3 Sp8"
## [1] "Gucy1b3 Tiam1"
## [1] "Gucy1b3 Tmem47"
## [1] "Gucy1b3 Tmsb4x"
## [1] "Gucy1b3 Tuba1a"
## [1] "Gucy1b3 Uchl1"
## [1] "Gucy1b3 Utrn"
## [1] "Gucy1b3 Vdac3"
## [1] "Gucy1b3 Wdfy3"
## [1] "Igf2 Ildr2"
## [1] "Igf2 Impact"
## [1] "Igf2 Itm2c"
## [1] "Igf2 Luzp2"
## [1] "Igf2 Mlc1"
## [1] "Igf2 Mtor"
## [1] "Igf2 Myo10"
## [1] "Igf2 Nfib"
## [1] "Igf2 Ntng1"
## [1] "Igf2 Plekha1"
## [1] "Igf2 Pmm1"
## [1] "Igf2 Prrc2b"
## [1] "Igf2 Prune2"
## [1] "Igf2 Scd2"
## [1] "Igf2 Slc1a3"
## [1] "Igf2 Smim13"
## [1] "Igf2 Sp8"
## [1] "Igf2 Tiam1"
## [1] "Igf2 Tmem47"
## [1] "Igf2 Tmsb4x"
## [1] "Igf2 Tuba1a"
## [1] "Igf2 Uchl1"
## [1] "Igf2 Utrn"
## [1] "Igf2 Vdac3"
## [1] "Igf2 Wdfy3"
## [1] "Ildr2 Impact"
## [1] "Ildr2 Itm2c"
## [1] "Ildr2 Luzp2"
## [1] "Ildr2 Mlc1"
## [1] "Ildr2 Mtor"
## [1] "Ildr2 Myo10"
## [1] "Ildr2 Nfib"
## [1] "Ildr2 Ntng1"
## [1] "Ildr2 Plekha1"
## [1] "Ildr2 Pmm1"
## [1] "Ildr2 Prrc2b"
## [1] "Ildr2 Prune2"
## [1] "Ildr2 Scd2"
## [1] "Ildr2 Slc1a3"
## [1] "Ildr2 Smim13"
## [1] "Ildr2 Sp8"
## [1] "Ildr2 Tiam1"
## [1] "Ildr2 Tmem47"
## [1] "Ildr2 Tmsb4x"
## [1] "Ildr2 Tuba1a"
## [1] "Ildr2 Uchl1"
## [1] "Ildr2 Utrn"
## [1] "Ildr2 Vdac3"
## [1] "Ildr2 Wdfy3"
## [1] "Impact Itm2c"
## [1] "Impact Luzp2"
## [1] "Impact Mlc1"
## [1] "Impact Mtor"
## [1] "Impact Myo10"
## [1] "Impact Nfib"
## [1] "Impact Ntng1"
## [1] "Impact Plekha1"
## [1] "Impact Pmm1"
## [1] "Impact Prrc2b"
## [1] "Impact Prune2"
## [1] "Impact Scd2"
## [1] "Impact Slc1a3"
## [1] "Impact Smim13"
## [1] "Impact Sp8"
## [1] "Impact Tiam1"
## [1] "Impact Tmem47"
## [1] "Impact Tmsb4x"
## [1] "Impact Tuba1a"
## [1] "Impact Uchl1"
## [1] "Impact Utrn"
## [1] "Impact Vdac3"
## [1] "Impact Wdfy3"
## [1] "Itm2c Luzp2"
## [1] "Itm2c Mlc1"
## [1] "Itm2c Mtor"
## [1] "Itm2c Myo10"
## [1] "Itm2c Nfib"
## [1] "Itm2c Ntng1"
## [1] "Itm2c Plekha1"
## [1] "Itm2c Pmm1"
## [1] "Itm2c Prrc2b"
## [1] "Itm2c Prune2"
## [1] "Itm2c Scd2"
## [1] "Itm2c Slc1a3"
## [1] "Itm2c Smim13"
## [1] "Itm2c Sp8"
## [1] "Itm2c Tiam1"
## [1] "Itm2c Tmem47"
## [1] "Itm2c Tmsb4x"
## [1] "Itm2c Tuba1a"
## [1] "Itm2c Uchl1"
## [1] "Itm2c Utrn"
## [1] "Itm2c Vdac3"
## [1] "Itm2c Wdfy3"
## [1] "Luzp2 Mlc1"
## [1] "Luzp2 Mtor"
## [1] "Luzp2 Myo10"
## [1] "Luzp2 Nfib"
## [1] "Luzp2 Ntng1"
## [1] "Luzp2 Plekha1"
## [1] "Luzp2 Pmm1"
## [1] "Luzp2 Prrc2b"
## [1] "Luzp2 Prune2"
## [1] "Luzp2 Scd2"
## [1] "Luzp2 Slc1a3"
## [1] "Luzp2 Smim13"
## [1] "Luzp2 Sp8"
## [1] "Luzp2 Tiam1"
## [1] "Luzp2 Tmem47"
## [1] "Luzp2 Tmsb4x"
## [1] "Luzp2 Tuba1a"
## [1] "Luzp2 Uchl1"
## [1] "Luzp2 Utrn"
## [1] "Luzp2 Vdac3"
## [1] "Luzp2 Wdfy3"
## [1] "Mlc1 Mtor"
## [1] "Mlc1 Myo10"
## [1] "Mlc1 Nfib"
## [1] "Mlc1 Ntng1"
## [1] "Mlc1 Plekha1"
## [1] "Mlc1 Pmm1"
## [1] "Mlc1 Prrc2b"
## [1] "Mlc1 Prune2"
## [1] "Mlc1 Scd2"
## [1] "Mlc1 Slc1a3"
## [1] "Mlc1 Smim13"
## [1] "Mlc1 Sp8"
## [1] "Mlc1 Tiam1"
## [1] "Mlc1 Tmem47"
## [1] "Mlc1 Tmsb4x"
## [1] "Mlc1 Tuba1a"
## [1] "Mlc1 Uchl1"
## [1] "Mlc1 Utrn"
## [1] "Mlc1 Vdac3"
## [1] "Mlc1 Wdfy3"
## [1] "Mtor Myo10"
## [1] "Mtor Nfib"
## [1] "Mtor Ntng1"
## [1] "Mtor Plekha1"
## [1] "Mtor Pmm1"
## [1] "Mtor Prrc2b"
## [1] "Mtor Prune2"
## [1] "Mtor Scd2"
## [1] "Mtor Slc1a3"
## [1] "Mtor Smim13"
## [1] "Mtor Sp8"
## [1] "Mtor Tiam1"
## [1] "Mtor Tmem47"
## [1] "Mtor Tmsb4x"
## [1] "Mtor Tuba1a"
## [1] "Mtor Uchl1"
## [1] "Mtor Utrn"
## [1] "Mtor Vdac3"
## [1] "Mtor Wdfy3"
## [1] "Myo10 Nfib"
## [1] "Myo10 Ntng1"
## [1] "Myo10 Plekha1"
## [1] "Myo10 Pmm1"
## [1] "Myo10 Prrc2b"
## [1] "Myo10 Prune2"
## [1] "Myo10 Scd2"
## [1] "Myo10 Slc1a3"
## [1] "Myo10 Smim13"
## [1] "Myo10 Sp8"
## [1] "Myo10 Tiam1"
## [1] "Myo10 Tmem47"
## [1] "Myo10 Tmsb4x"
## [1] "Myo10 Tuba1a"
## [1] "Myo10 Uchl1"
## [1] "Myo10 Utrn"
## [1] "Myo10 Vdac3"
## [1] "Myo10 Wdfy3"
## [1] "Nfib Ntng1"
## [1] "Nfib Plekha1"
## [1] "Nfib Pmm1"
## [1] "Nfib Prrc2b"
## [1] "Nfib Prune2"
## [1] "Nfib Scd2"
## [1] "Nfib Slc1a3"
## [1] "Nfib Smim13"
## [1] "Nfib Sp8"
## [1] "Nfib Tiam1"
## [1] "Nfib Tmem47"
## [1] "Nfib Tmsb4x"
## [1] "Nfib Tuba1a"
## [1] "Nfib Uchl1"
## [1] "Nfib Utrn"
## [1] "Nfib Vdac3"
## [1] "Nfib Wdfy3"
## [1] "Ntng1 Plekha1"
## [1] "Ntng1 Pmm1"
## [1] "Ntng1 Prrc2b"
## [1] "Ntng1 Prune2"
## [1] "Ntng1 Scd2"
## [1] "Ntng1 Slc1a3"
## [1] "Ntng1 Smim13"
## [1] "Ntng1 Sp8"
## [1] "Ntng1 Tiam1"
## [1] "Ntng1 Tmem47"
## [1] "Ntng1 Tmsb4x"
## [1] "Ntng1 Tuba1a"
## [1] "Ntng1 Uchl1"
## [1] "Ntng1 Utrn"
## [1] "Ntng1 Vdac3"
## [1] "Ntng1 Wdfy3"
## [1] "Plekha1 Pmm1"
## [1] "Plekha1 Prrc2b"
## [1] "Plekha1 Prune2"
## [1] "Plekha1 Scd2"
## [1] "Plekha1 Slc1a3"
## [1] "Plekha1 Smim13"
## [1] "Plekha1 Sp8"
## [1] "Plekha1 Tiam1"
## [1] "Plekha1 Tmem47"
## [1] "Plekha1 Tmsb4x"
## [1] "Plekha1 Tuba1a"
## [1] "Plekha1 Uchl1"
## [1] "Plekha1 Utrn"
## [1] "Plekha1 Vdac3"
## [1] "Plekha1 Wdfy3"
## [1] "Pmm1 Prrc2b"
## [1] "Pmm1 Prune2"
## [1] "Pmm1 Scd2"
## [1] "Pmm1 Slc1a3"
## [1] "Pmm1 Smim13"
## [1] "Pmm1 Sp8"
## [1] "Pmm1 Tiam1"
## [1] "Pmm1 Tmem47"
## [1] "Pmm1 Tmsb4x"
## [1] "Pmm1 Tuba1a"
## [1] "Pmm1 Uchl1"
## [1] "Pmm1 Utrn"
## [1] "Pmm1 Vdac3"
## [1] "Pmm1 Wdfy3"
## [1] "Prrc2b Prune2"
## [1] "Prrc2b Scd2"
## [1] "Prrc2b Slc1a3"
## [1] "Prrc2b Smim13"
## [1] "Prrc2b Sp8"
## [1] "Prrc2b Tiam1"
## [1] "Prrc2b Tmem47"
## [1] "Prrc2b Tmsb4x"
## [1] "Prrc2b Tuba1a"
## [1] "Prrc2b Uchl1"
## [1] "Prrc2b Utrn"
## [1] "Prrc2b Vdac3"
## [1] "Prrc2b Wdfy3"
## [1] "Prune2 Scd2"
## [1] "Prune2 Slc1a3"
## [1] "Prune2 Smim13"
## [1] "Prune2 Sp8"
## [1] "Prune2 Tiam1"
## [1] "Prune2 Tmem47"
## [1] "Prune2 Tmsb4x"
## [1] "Prune2 Tuba1a"
## [1] "Prune2 Uchl1"
## [1] "Prune2 Utrn"
## [1] "Prune2 Vdac3"
## [1] "Prune2 Wdfy3"
## [1] "Scd2 Slc1a3"
## [1] "Scd2 Smim13"
## [1] "Scd2 Sp8"
## [1] "Scd2 Tiam1"
## [1] "Scd2 Tmem47"
## [1] "Scd2 Tmsb4x"
## [1] "Scd2 Tuba1a"
## [1] "Scd2 Uchl1"
## [1] "Scd2 Utrn"
## [1] "Scd2 Vdac3"
## [1] "Scd2 Wdfy3"
## [1] "Slc1a3 Smim13"
## [1] "Slc1a3 Sp8"
## [1] "Slc1a3 Tiam1"
## [1] "Slc1a3 Tmem47"
## [1] "Slc1a3 Tmsb4x"
## [1] "Slc1a3 Tuba1a"
## [1] "Slc1a3 Uchl1"
## [1] "Slc1a3 Utrn"
## [1] "Slc1a3 Vdac3"
## [1] "Slc1a3 Wdfy3"
## [1] "Smim13 Sp8"
## [1] "Smim13 Tiam1"
## [1] "Smim13 Tmem47"
## [1] "Smim13 Tmsb4x"
## [1] "Smim13 Tuba1a"
## [1] "Smim13 Uchl1"
## [1] "Smim13 Utrn"
## [1] "Smim13 Vdac3"
## [1] "Smim13 Wdfy3"
## [1] "Sp8 Tiam1"
## [1] "Sp8 Tmem47"
## [1] "Sp8 Tmsb4x"
## [1] "Sp8 Tuba1a"
## [1] "Sp8 Uchl1"
## [1] "Sp8 Utrn"
## [1] "Sp8 Vdac3"
## [1] "Sp8 Wdfy3"
## [1] "Tiam1 Tmem47"
## [1] "Tiam1 Tmsb4x"
## [1] "Tiam1 Tuba1a"
## [1] "Tiam1 Uchl1"
## [1] "Tiam1 Utrn"
## [1] "Tiam1 Vdac3"
## [1] "Tiam1 Wdfy3"
## [1] "Tmem47 Tmsb4x"
## [1] "Tmem47 Tuba1a"
## [1] "Tmem47 Uchl1"
## [1] "Tmem47 Utrn"
## [1] "Tmem47 Vdac3"
## [1] "Tmem47 Wdfy3"
## [1] "Tmsb4x Tuba1a"
## [1] "Tmsb4x Uchl1"
## [1] "Tmsb4x Utrn"
## [1] "Tmsb4x Vdac3"
## [1] "Tmsb4x Wdfy3"
## [1] "Tuba1a Uchl1"
## [1] "Tuba1a Utrn"
## [1] "Tuba1a Vdac3"
## [1] "Tuba1a Wdfy3"
## [1] "Uchl1 Utrn"
## [1] "Uchl1 Vdac3"
## [1] "Uchl1 Wdfy3"
## [1] "Utrn Vdac3"
## [1] "Utrn Wdfy3"
## [1] "Vdac3 Wdfy3"
## [1] "Abat_Actb"
## [1] "Abat_Arrb1"
## [1] "Abat_Atp6v1c1"
## [1] "Abat_Atrnl1"
## [1] "Abat_Bai1"
## [1] "Abat_Calm1"
## [1] "Abat_Ccng1"
## [1] "Abat_Cldn11"
## [1] "Abat_Cnp"
## [1] "Abat_Cst3"
## [1] "Abat_Dnm1l"
## [1] "Abat_Dnm3"
## [1] "Abat_Erbb2ip"
## [1] "Abat_Fam63b"
## [1] "Abat_Gm15421"
## [1] "Abat_Gucy1b3"
## [1] "Abat_Igf2"
## [1] "Abat_Ildr2"
## [1] "Abat_Impact"
## [1] "Abat_Itm2c"
## [1] "Abat_Luzp2"
## [1] "Abat_Mlc1"
## [1] "Abat_Mtor"
## [1] "Abat_Myo10"
## [1] "Abat_Nfib"
## [1] "Abat_Ntng1"
## [1] "Abat_Plekha1"
## [1] "Abat_Pmm1"
## [1] "Abat_Prrc2b"
## [1] "Abat_Prune2"
## [1] "Abat_Scd2"
## [1] "Abat_Slc1a3"
## [1] "Abat_Smim13"
## [1] "Abat_Sp8"
## [1] "Abat_Tiam1"
## [1] "Abat_Tmem47"
## [1] "Abat_Tmsb4x"
## [1] "Abat_Tuba1a"
## [1] "Abat_Uchl1"
## [1] "Abat_Utrn"
## [1] "Abat_Vdac3"
## [1] "Abat_Wdfy3"
## [1] "Actb_Arrb1"
## [1] "Actb_Atp6v1c1"
## [1] "Actb_Atrnl1"
## [1] "Actb_Bai1"
## [1] "Actb_Calm1"
## [1] "Actb_Ccng1"
## [1] "Actb_Cldn11"
## [1] "Actb_Cnp"
## [1] "Actb_Cst3"
## [1] "Actb_Dnm1l"
## [1] "Actb_Dnm3"
## [1] "Actb_Erbb2ip"
## [1] "Actb_Fam63b"
## [1] "Actb_Gm15421"
## [1] "Actb_Gucy1b3"
## [1] "Actb_Igf2"
## [1] "Actb_Ildr2"
## [1] "Actb_Impact"
## [1] "Actb_Itm2c"
## [1] "Actb_Luzp2"
## [1] "Actb_Mlc1"
## [1] "Actb_Mtor"
## [1] "Actb_Myo10"
## [1] "Actb_Nfib"
## [1] "Actb_Ntng1"
## [1] "Actb_Plekha1"
## [1] "Actb_Pmm1"
## [1] "Actb_Prrc2b"
## [1] "Actb_Prune2"
## [1] "Actb_Scd2"
## [1] "Actb_Slc1a3"
## [1] "Actb_Smim13"
## [1] "Actb_Sp8"
## [1] "Actb_Tiam1"
## [1] "Actb_Tmem47"
## [1] "Actb_Tmsb4x"
## [1] "Actb_Tuba1a"
## [1] "Actb_Uchl1"
## [1] "Actb_Utrn"
## [1] "Actb_Vdac3"
## [1] "Actb_Wdfy3"
## [1] "Arrb1_Atp6v1c1"
## [1] "Arrb1_Atrnl1"
## [1] "Arrb1_Bai1"
## [1] "Arrb1_Calm1"
## [1] "Arrb1_Ccng1"
## [1] "Arrb1_Cldn11"
## [1] "Arrb1_Cnp"
## [1] "Arrb1_Cst3"
## [1] "Arrb1_Dnm1l"
## [1] "Arrb1_Dnm3"
## [1] "Arrb1_Erbb2ip"
## [1] "Arrb1_Fam63b"
## [1] "Arrb1_Gm15421"
## [1] "Arrb1_Gucy1b3"
## [1] "Arrb1_Igf2"
## [1] "Arrb1_Ildr2"
## [1] "Arrb1_Impact"
## [1] "Arrb1_Itm2c"
## [1] "Arrb1_Luzp2"
## [1] "Arrb1_Mlc1"
## [1] "Arrb1_Mtor"
## [1] "Arrb1_Myo10"
## [1] "Arrb1_Nfib"
## [1] "Arrb1_Ntng1"
## [1] "Arrb1_Plekha1"
## [1] "Arrb1_Pmm1"
## [1] "Arrb1_Prrc2b"
## [1] "Arrb1_Prune2"
## [1] "Arrb1_Scd2"
## [1] "Arrb1_Slc1a3"
## [1] "Arrb1_Smim13"
## [1] "Arrb1_Sp8"
## [1] "Arrb1_Tiam1"
## [1] "Arrb1_Tmem47"
## [1] "Arrb1_Tmsb4x"
## [1] "Arrb1_Tuba1a"
## [1] "Arrb1_Uchl1"
## [1] "Arrb1_Utrn"
## [1] "Arrb1_Vdac3"
## [1] "Arrb1_Wdfy3"
## [1] "Atp6v1c1_Atrnl1"
## [1] "Atp6v1c1_Bai1"
## [1] "Atp6v1c1_Calm1"
## [1] "Atp6v1c1_Ccng1"
## [1] "Atp6v1c1_Cldn11"
## [1] "Atp6v1c1_Cnp"
## [1] "Atp6v1c1_Cst3"
## [1] "Atp6v1c1_Dnm1l"
## [1] "Atp6v1c1_Dnm3"
## [1] "Atp6v1c1_Erbb2ip"
## [1] "Atp6v1c1_Fam63b"
## [1] "Atp6v1c1_Gm15421"
## [1] "Atp6v1c1_Gucy1b3"
## [1] "Atp6v1c1_Igf2"
## [1] "Atp6v1c1_Ildr2"
## [1] "Atp6v1c1_Impact"
## [1] "Atp6v1c1_Itm2c"
## [1] "Atp6v1c1_Luzp2"
## [1] "Atp6v1c1_Mlc1"
## [1] "Atp6v1c1_Mtor"
## [1] "Atp6v1c1_Myo10"
## [1] "Atp6v1c1_Nfib"
## [1] "Atp6v1c1_Ntng1"
## [1] "Atp6v1c1_Plekha1"
## [1] "Atp6v1c1_Pmm1"
## [1] "Atp6v1c1_Prrc2b"
## [1] "Atp6v1c1_Prune2"
## [1] "Atp6v1c1_Scd2"
## [1] "Atp6v1c1_Slc1a3"
## [1] "Atp6v1c1_Smim13"
## [1] "Atp6v1c1_Sp8"
## [1] "Atp6v1c1_Tiam1"
## [1] "Atp6v1c1_Tmem47"
## [1] "Atp6v1c1_Tmsb4x"
## [1] "Atp6v1c1_Tuba1a"
## [1] "Atp6v1c1_Uchl1"
## [1] "Atp6v1c1_Utrn"
## [1] "Atp6v1c1_Vdac3"
## [1] "Atp6v1c1_Wdfy3"
## [1] "Atrnl1_Bai1"
## [1] "Atrnl1_Calm1"
## [1] "Atrnl1_Ccng1"
## [1] "Atrnl1_Cldn11"
## [1] "Atrnl1_Cnp"
## [1] "Atrnl1_Cst3"
## [1] "Atrnl1_Dnm1l"
## [1] "Atrnl1_Dnm3"
## [1] "Atrnl1_Erbb2ip"
## [1] "Atrnl1_Fam63b"
## [1] "Atrnl1_Gm15421"
## [1] "Atrnl1_Gucy1b3"
## [1] "Atrnl1_Igf2"
## [1] "Atrnl1_Ildr2"
## [1] "Atrnl1_Impact"
## [1] "Atrnl1_Itm2c"
## [1] "Atrnl1_Luzp2"
## [1] "Atrnl1_Mlc1"
## [1] "Atrnl1_Mtor"
## [1] "Atrnl1_Myo10"
## [1] "Atrnl1_Nfib"
## [1] "Atrnl1_Ntng1"
## [1] "Atrnl1_Plekha1"
## [1] "Atrnl1_Pmm1"
## [1] "Atrnl1_Prrc2b"
## [1] "Atrnl1_Prune2"
## [1] "Atrnl1_Scd2"
## [1] "Atrnl1_Slc1a3"
## [1] "Atrnl1_Smim13"
## [1] "Atrnl1_Sp8"
## [1] "Atrnl1_Tiam1"
## [1] "Atrnl1_Tmem47"
## [1] "Atrnl1_Tmsb4x"
## [1] "Atrnl1_Tuba1a"
## [1] "Atrnl1_Uchl1"
## [1] "Atrnl1_Utrn"
## [1] "Atrnl1_Vdac3"
## [1] "Atrnl1_Wdfy3"
## [1] "Bai1_Calm1"
## [1] "Bai1_Ccng1"
## [1] "Bai1_Cldn11"
## [1] "Bai1_Cnp"
## [1] "Bai1_Cst3"
## [1] "Bai1_Dnm1l"
## [1] "Bai1_Dnm3"
## [1] "Bai1_Erbb2ip"
## [1] "Bai1_Fam63b"
## [1] "Bai1_Gm15421"
## [1] "Bai1_Gucy1b3"
## [1] "Bai1_Igf2"
## [1] "Bai1_Ildr2"
## [1] "Bai1_Impact"
## [1] "Bai1_Itm2c"
## [1] "Bai1_Luzp2"
## [1] "Bai1_Mlc1"
## [1] "Bai1_Mtor"
## [1] "Bai1_Myo10"
## [1] "Bai1_Nfib"
## [1] "Bai1_Ntng1"
## [1] "Bai1_Plekha1"
## [1] "Bai1_Pmm1"
## [1] "Bai1_Prrc2b"
## [1] "Bai1_Prune2"
## [1] "Bai1_Scd2"
## [1] "Bai1_Slc1a3"
## [1] "Bai1_Smim13"
## [1] "Bai1_Sp8"
## [1] "Bai1_Tiam1"
## [1] "Bai1_Tmem47"
## [1] "Bai1_Tmsb4x"
## [1] "Bai1_Tuba1a"
## [1] "Bai1_Uchl1"
## [1] "Bai1_Utrn"
## [1] "Bai1_Vdac3"
## [1] "Bai1_Wdfy3"
## [1] "Calm1_Ccng1"
## [1] "Calm1_Cldn11"
## [1] "Calm1_Cnp"
## [1] "Calm1_Cst3"
## [1] "Calm1_Dnm1l"
## [1] "Calm1_Dnm3"
## [1] "Calm1_Erbb2ip"
## [1] "Calm1_Fam63b"
## [1] "Calm1_Gm15421"
## [1] "Calm1_Gucy1b3"
## [1] "Calm1_Igf2"
## [1] "Calm1_Ildr2"
## [1] "Calm1_Impact"
## [1] "Calm1_Itm2c"
## [1] "Calm1_Luzp2"
## [1] "Calm1_Mlc1"
## [1] "Calm1_Mtor"
## [1] "Calm1_Myo10"
## [1] "Calm1_Nfib"
## [1] "Calm1_Ntng1"
## [1] "Calm1_Plekha1"
## [1] "Calm1_Pmm1"
## [1] "Calm1_Prrc2b"
## [1] "Calm1_Prune2"
## [1] "Calm1_Scd2"
## [1] "Calm1_Slc1a3"
## [1] "Calm1_Smim13"
## [1] "Calm1_Sp8"
## [1] "Calm1_Tiam1"
## [1] "Calm1_Tmem47"
## [1] "Calm1_Tmsb4x"
## [1] "Calm1_Tuba1a"
## [1] "Calm1_Uchl1"
## [1] "Calm1_Utrn"
## [1] "Calm1_Vdac3"
## [1] "Calm1_Wdfy3"
## [1] "Ccng1_Cldn11"
## [1] "Ccng1_Cnp"
## [1] "Ccng1_Cst3"
## [1] "Ccng1_Dnm1l"
## [1] "Ccng1_Dnm3"
## [1] "Ccng1_Erbb2ip"
## [1] "Ccng1_Fam63b"
## [1] "Ccng1_Gm15421"
## [1] "Ccng1_Gucy1b3"
## [1] "Ccng1_Igf2"
## [1] "Ccng1_Ildr2"
## [1] "Ccng1_Impact"
## [1] "Ccng1_Itm2c"
## [1] "Ccng1_Luzp2"
## [1] "Ccng1_Mlc1"
## [1] "Ccng1_Mtor"
## [1] "Ccng1_Myo10"
## [1] "Ccng1_Nfib"
## [1] "Ccng1_Ntng1"
## [1] "Ccng1_Plekha1"
## [1] "Ccng1_Pmm1"
## [1] "Ccng1_Prrc2b"
## [1] "Ccng1_Prune2"
## [1] "Ccng1_Scd2"
## [1] "Ccng1_Slc1a3"
## [1] "Ccng1_Smim13"
## [1] "Ccng1_Sp8"
## [1] "Ccng1_Tiam1"
## [1] "Ccng1_Tmem47"
## [1] "Ccng1_Tmsb4x"
## [1] "Ccng1_Tuba1a"
## [1] "Ccng1_Uchl1"
## [1] "Ccng1_Utrn"
## [1] "Ccng1_Vdac3"
## [1] "Ccng1_Wdfy3"
## [1] "Cldn11_Cnp"
## [1] "Cldn11_Cst3"
## [1] "Cldn11_Dnm1l"
## [1] "Cldn11_Dnm3"
## [1] "Cldn11_Erbb2ip"
## [1] "Cldn11_Fam63b"
## [1] "Cldn11_Gm15421"
## [1] "Cldn11_Gucy1b3"
## [1] "Cldn11_Igf2"
## [1] "Cldn11_Ildr2"
## [1] "Cldn11_Impact"
## [1] "Cldn11_Itm2c"
## [1] "Cldn11_Luzp2"
## [1] "Cldn11_Mlc1"
## [1] "Cldn11_Mtor"
## [1] "Cldn11_Myo10"
## [1] "Cldn11_Nfib"
## [1] "Cldn11_Ntng1"
## [1] "Cldn11_Plekha1"
## [1] "Cldn11_Pmm1"
## [1] "Cldn11_Prrc2b"
## [1] "Cldn11_Prune2"
## [1] "Cldn11_Scd2"
## [1] "Cldn11_Slc1a3"
## [1] "Cldn11_Smim13"
## [1] "Cldn11_Sp8"
## [1] "Cldn11_Tiam1"
## [1] "Cldn11_Tmem47"
## [1] "Cldn11_Tmsb4x"
## [1] "Cldn11_Tuba1a"
## [1] "Cldn11_Uchl1"
## [1] "Cldn11_Utrn"
## [1] "Cldn11_Vdac3"
## [1] "Cldn11_Wdfy3"
## [1] "Cnp_Cst3"
## [1] "Cnp_Dnm1l"
## [1] "Cnp_Dnm3"
## [1] "Cnp_Erbb2ip"
## [1] "Cnp_Fam63b"
## [1] "Cnp_Gm15421"
## [1] "Cnp_Gucy1b3"
## [1] "Cnp_Igf2"
## [1] "Cnp_Ildr2"
## [1] "Cnp_Impact"
## [1] "Cnp_Itm2c"
## [1] "Cnp_Luzp2"
## [1] "Cnp_Mlc1"
## [1] "Cnp_Mtor"
## [1] "Cnp_Myo10"
## [1] "Cnp_Nfib"
## [1] "Cnp_Ntng1"
## [1] "Cnp_Plekha1"
## [1] "Cnp_Pmm1"
## [1] "Cnp_Prrc2b"
## [1] "Cnp_Prune2"
## [1] "Cnp_Scd2"
## [1] "Cnp_Slc1a3"
## [1] "Cnp_Smim13"
## [1] "Cnp_Sp8"
## [1] "Cnp_Tiam1"
## [1] "Cnp_Tmem47"
## [1] "Cnp_Tmsb4x"
## [1] "Cnp_Tuba1a"
## [1] "Cnp_Uchl1"
## [1] "Cnp_Utrn"
## [1] "Cnp_Vdac3"
## [1] "Cnp_Wdfy3"
## [1] "Cst3_Dnm1l"
## [1] "Cst3_Dnm3"
## [1] "Cst3_Erbb2ip"
## [1] "Cst3_Fam63b"
## [1] "Cst3_Gm15421"
## [1] "Cst3_Gucy1b3"
## [1] "Cst3_Igf2"
## [1] "Cst3_Ildr2"
## [1] "Cst3_Impact"
## [1] "Cst3_Itm2c"
## [1] "Cst3_Luzp2"
## [1] "Cst3_Mlc1"
## [1] "Cst3_Mtor"
## [1] "Cst3_Myo10"
## [1] "Cst3_Nfib"
## [1] "Cst3_Ntng1"
## [1] "Cst3_Plekha1"
## [1] "Cst3_Pmm1"
## [1] "Cst3_Prrc2b"
## [1] "Cst3_Prune2"
## [1] "Cst3_Scd2"
## [1] "Cst3_Slc1a3"
## [1] "Cst3_Smim13"
## [1] "Cst3_Sp8"
## [1] "Cst3_Tiam1"
## [1] "Cst3_Tmem47"
## [1] "Cst3_Tmsb4x"
## [1] "Cst3_Tuba1a"
## [1] "Cst3_Uchl1"
## [1] "Cst3_Utrn"
## [1] "Cst3_Vdac3"
## [1] "Cst3_Wdfy3"
## [1] "Dnm1l_Dnm3"
## [1] "Dnm1l_Erbb2ip"
## [1] "Dnm1l_Fam63b"
## [1] "Dnm1l_Gm15421"
## [1] "Dnm1l_Gucy1b3"
## [1] "Dnm1l_Igf2"
## [1] "Dnm1l_Ildr2"
## [1] "Dnm1l_Impact"
## [1] "Dnm1l_Itm2c"
## [1] "Dnm1l_Luzp2"
## [1] "Dnm1l_Mlc1"
## [1] "Dnm1l_Mtor"
## [1] "Dnm1l_Myo10"
## [1] "Dnm1l_Nfib"
## [1] "Dnm1l_Ntng1"
## [1] "Dnm1l_Plekha1"
## [1] "Dnm1l_Pmm1"
## [1] "Dnm1l_Prrc2b"
## [1] "Dnm1l_Prune2"
## [1] "Dnm1l_Scd2"
## [1] "Dnm1l_Slc1a3"
## [1] "Dnm1l_Smim13"
## [1] "Dnm1l_Sp8"
## [1] "Dnm1l_Tiam1"
## [1] "Dnm1l_Tmem47"
## [1] "Dnm1l_Tmsb4x"
## [1] "Dnm1l_Tuba1a"
## [1] "Dnm1l_Uchl1"
## [1] "Dnm1l_Utrn"
## [1] "Dnm1l_Vdac3"
## [1] "Dnm1l_Wdfy3"
## [1] "Dnm3_Erbb2ip"
## [1] "Dnm3_Fam63b"
## [1] "Dnm3_Gm15421"
## [1] "Dnm3_Gucy1b3"
## [1] "Dnm3_Igf2"
## [1] "Dnm3_Ildr2"
## [1] "Dnm3_Impact"
## [1] "Dnm3_Itm2c"
## [1] "Dnm3_Luzp2"
## [1] "Dnm3_Mlc1"
## [1] "Dnm3_Mtor"
## [1] "Dnm3_Myo10"
## [1] "Dnm3_Nfib"
## [1] "Dnm3_Ntng1"
## [1] "Dnm3_Plekha1"
## [1] "Dnm3_Pmm1"
## [1] "Dnm3_Prrc2b"
## [1] "Dnm3_Prune2"
## [1] "Dnm3_Scd2"
## [1] "Dnm3_Slc1a3"
## [1] "Dnm3_Smim13"
## [1] "Dnm3_Sp8"
## [1] "Dnm3_Tiam1"
## [1] "Dnm3_Tmem47"
## [1] "Dnm3_Tmsb4x"
## [1] "Dnm3_Tuba1a"
## [1] "Dnm3_Uchl1"
## [1] "Dnm3_Utrn"
## [1] "Dnm3_Vdac3"
## [1] "Dnm3_Wdfy3"
## [1] "Erbb2ip_Fam63b"
## [1] "Erbb2ip_Gm15421"
## [1] "Erbb2ip_Gucy1b3"
## [1] "Erbb2ip_Igf2"
## [1] "Erbb2ip_Ildr2"
## [1] "Erbb2ip_Impact"
## [1] "Erbb2ip_Itm2c"
## [1] "Erbb2ip_Luzp2"
## [1] "Erbb2ip_Mlc1"
## [1] "Erbb2ip_Mtor"
## [1] "Erbb2ip_Myo10"
## [1] "Erbb2ip_Nfib"
## [1] "Erbb2ip_Ntng1"
## [1] "Erbb2ip_Plekha1"
## [1] "Erbb2ip_Pmm1"
## [1] "Erbb2ip_Prrc2b"
## [1] "Erbb2ip_Prune2"
## [1] "Erbb2ip_Scd2"
## [1] "Erbb2ip_Slc1a3"
## [1] "Erbb2ip_Smim13"
## [1] "Erbb2ip_Sp8"
## [1] "Erbb2ip_Tiam1"
## [1] "Erbb2ip_Tmem47"
## [1] "Erbb2ip_Tmsb4x"
## [1] "Erbb2ip_Tuba1a"
## [1] "Erbb2ip_Uchl1"
## [1] "Erbb2ip_Utrn"
## [1] "Erbb2ip_Vdac3"
## [1] "Erbb2ip_Wdfy3"
## [1] "Fam63b_Gm15421"
## [1] "Fam63b_Gucy1b3"
## [1] "Fam63b_Igf2"
## [1] "Fam63b_Ildr2"
## [1] "Fam63b_Impact"
## [1] "Fam63b_Itm2c"
## [1] "Fam63b_Luzp2"
## [1] "Fam63b_Mlc1"
## [1] "Fam63b_Mtor"
## [1] "Fam63b_Myo10"
## [1] "Fam63b_Nfib"
## [1] "Fam63b_Ntng1"
## [1] "Fam63b_Plekha1"
## [1] "Fam63b_Pmm1"
## [1] "Fam63b_Prrc2b"
## [1] "Fam63b_Prune2"
## [1] "Fam63b_Scd2"
## [1] "Fam63b_Slc1a3"
## [1] "Fam63b_Smim13"
## [1] "Fam63b_Sp8"
## [1] "Fam63b_Tiam1"
## [1] "Fam63b_Tmem47"
## [1] "Fam63b_Tmsb4x"
## [1] "Fam63b_Tuba1a"
## [1] "Fam63b_Uchl1"
## [1] "Fam63b_Utrn"
## [1] "Fam63b_Vdac3"
## [1] "Fam63b_Wdfy3"
## [1] "Gm15421_Gucy1b3"
## [1] "Gm15421_Igf2"
## [1] "Gm15421_Ildr2"
## [1] "Gm15421_Impact"
## [1] "Gm15421_Itm2c"
## [1] "Gm15421_Luzp2"
## [1] "Gm15421_Mlc1"
## [1] "Gm15421_Mtor"
## [1] "Gm15421_Myo10"
## [1] "Gm15421_Nfib"
## [1] "Gm15421_Ntng1"
## [1] "Gm15421_Plekha1"
## [1] "Gm15421_Pmm1"
## [1] "Gm15421_Prrc2b"
## [1] "Gm15421_Prune2"
## [1] "Gm15421_Scd2"
## [1] "Gm15421_Slc1a3"
## [1] "Gm15421_Smim13"
## [1] "Gm15421_Sp8"
## [1] "Gm15421_Tiam1"
## [1] "Gm15421_Tmem47"
## [1] "Gm15421_Tmsb4x"
## [1] "Gm15421_Tuba1a"
## [1] "Gm15421_Uchl1"
## [1] "Gm15421_Utrn"
## [1] "Gm15421_Vdac3"
## [1] "Gm15421_Wdfy3"
## [1] "Gucy1b3_Igf2"
## [1] "Gucy1b3_Ildr2"
## [1] "Gucy1b3_Impact"
## [1] "Gucy1b3_Itm2c"
## [1] "Gucy1b3_Luzp2"
## [1] "Gucy1b3_Mlc1"
## [1] "Gucy1b3_Mtor"
## [1] "Gucy1b3_Myo10"
## [1] "Gucy1b3_Nfib"
## [1] "Gucy1b3_Ntng1"
## [1] "Gucy1b3_Plekha1"
## [1] "Gucy1b3_Pmm1"
## [1] "Gucy1b3_Prrc2b"
## [1] "Gucy1b3_Prune2"
## [1] "Gucy1b3_Scd2"
## [1] "Gucy1b3_Slc1a3"
## [1] "Gucy1b3_Smim13"
## [1] "Gucy1b3_Sp8"
## [1] "Gucy1b3_Tiam1"
## [1] "Gucy1b3_Tmem47"
## [1] "Gucy1b3_Tmsb4x"
## [1] "Gucy1b3_Tuba1a"
## [1] "Gucy1b3_Uchl1"
## [1] "Gucy1b3_Utrn"
## [1] "Gucy1b3_Vdac3"
## [1] "Gucy1b3_Wdfy3"
## [1] "Igf2_Ildr2"
## [1] "Igf2_Impact"
## [1] "Igf2_Itm2c"
## [1] "Igf2_Luzp2"
## [1] "Igf2_Mlc1"
## [1] "Igf2_Mtor"
## [1] "Igf2_Myo10"
## [1] "Igf2_Nfib"
## [1] "Igf2_Ntng1"
## [1] "Igf2_Plekha1"
## [1] "Igf2_Pmm1"
## [1] "Igf2_Prrc2b"
## [1] "Igf2_Prune2"
## [1] "Igf2_Scd2"
## [1] "Igf2_Slc1a3"
## [1] "Igf2_Smim13"
## [1] "Igf2_Sp8"
## [1] "Igf2_Tiam1"
## [1] "Igf2_Tmem47"
## [1] "Igf2_Tmsb4x"
## [1] "Igf2_Tuba1a"
## [1] "Igf2_Uchl1"
## [1] "Igf2_Utrn"
## [1] "Igf2_Vdac3"
## [1] "Igf2_Wdfy3"
## [1] "Ildr2_Impact"
## [1] "Ildr2_Itm2c"
## [1] "Ildr2_Luzp2"
## [1] "Ildr2_Mlc1"
## [1] "Ildr2_Mtor"
## [1] "Ildr2_Myo10"
## [1] "Ildr2_Nfib"
## [1] "Ildr2_Ntng1"
## [1] "Ildr2_Plekha1"
## [1] "Ildr2_Pmm1"
## [1] "Ildr2_Prrc2b"
## [1] "Ildr2_Prune2"
## [1] "Ildr2_Scd2"
## [1] "Ildr2_Slc1a3"
## [1] "Ildr2_Smim13"
## [1] "Ildr2_Sp8"
## [1] "Ildr2_Tiam1"
## [1] "Ildr2_Tmem47"
## [1] "Ildr2_Tmsb4x"
## [1] "Ildr2_Tuba1a"
## [1] "Ildr2_Uchl1"
## [1] "Ildr2_Utrn"
## [1] "Ildr2_Vdac3"
## [1] "Ildr2_Wdfy3"
## [1] "Impact_Itm2c"
## [1] "Impact_Luzp2"
## [1] "Impact_Mlc1"
## [1] "Impact_Mtor"
## [1] "Impact_Myo10"
## [1] "Impact_Nfib"
## [1] "Impact_Ntng1"
## [1] "Impact_Plekha1"
## [1] "Impact_Pmm1"
## [1] "Impact_Prrc2b"
## [1] "Impact_Prune2"
## [1] "Impact_Scd2"
## [1] "Impact_Slc1a3"
## [1] "Impact_Smim13"
## [1] "Impact_Sp8"
## [1] "Impact_Tiam1"
## [1] "Impact_Tmem47"
## [1] "Impact_Tmsb4x"
## [1] "Impact_Tuba1a"
## [1] "Impact_Uchl1"
## [1] "Impact_Utrn"
## [1] "Impact_Vdac3"
## [1] "Impact_Wdfy3"
## [1] "Itm2c_Luzp2"
## [1] "Itm2c_Mlc1"
## [1] "Itm2c_Mtor"
## [1] "Itm2c_Myo10"
## [1] "Itm2c_Nfib"
## [1] "Itm2c_Ntng1"
## [1] "Itm2c_Plekha1"
## [1] "Itm2c_Pmm1"
## [1] "Itm2c_Prrc2b"
## [1] "Itm2c_Prune2"
## [1] "Itm2c_Scd2"
## [1] "Itm2c_Slc1a3"
## [1] "Itm2c_Smim13"
## [1] "Itm2c_Sp8"
## [1] "Itm2c_Tiam1"
## [1] "Itm2c_Tmem47"
## [1] "Itm2c_Tmsb4x"
## [1] "Itm2c_Tuba1a"
## [1] "Itm2c_Uchl1"
## [1] "Itm2c_Utrn"
## [1] "Itm2c_Vdac3"
## [1] "Itm2c_Wdfy3"
## [1] "Luzp2_Mlc1"
## [1] "Luzp2_Mtor"
## [1] "Luzp2_Myo10"
## [1] "Luzp2_Nfib"
## [1] "Luzp2_Ntng1"
## [1] "Luzp2_Plekha1"
## [1] "Luzp2_Pmm1"
## [1] "Luzp2_Prrc2b"
## [1] "Luzp2_Prune2"
## [1] "Luzp2_Scd2"
## [1] "Luzp2_Slc1a3"
## [1] "Luzp2_Smim13"
## [1] "Luzp2_Sp8"
## [1] "Luzp2_Tiam1"
## [1] "Luzp2_Tmem47"
## [1] "Luzp2_Tmsb4x"
## [1] "Luzp2_Tuba1a"
## [1] "Luzp2_Uchl1"
## [1] "Luzp2_Utrn"
## [1] "Luzp2_Vdac3"
## [1] "Luzp2_Wdfy3"
## [1] "Mlc1_Mtor"
## [1] "Mlc1_Myo10"
## [1] "Mlc1_Nfib"
## [1] "Mlc1_Ntng1"
## [1] "Mlc1_Plekha1"
## [1] "Mlc1_Pmm1"
## [1] "Mlc1_Prrc2b"
## [1] "Mlc1_Prune2"
## [1] "Mlc1_Scd2"
## [1] "Mlc1_Slc1a3"
## [1] "Mlc1_Smim13"
## [1] "Mlc1_Sp8"
## [1] "Mlc1_Tiam1"
## [1] "Mlc1_Tmem47"
## [1] "Mlc1_Tmsb4x"
## [1] "Mlc1_Tuba1a"
## [1] "Mlc1_Uchl1"
## [1] "Mlc1_Utrn"
## [1] "Mlc1_Vdac3"
## [1] "Mlc1_Wdfy3"
## [1] "Mtor_Myo10"
## [1] "Mtor_Nfib"
## [1] "Mtor_Ntng1"
## [1] "Mtor_Plekha1"
## [1] "Mtor_Pmm1"
## [1] "Mtor_Prrc2b"
## [1] "Mtor_Prune2"
## [1] "Mtor_Scd2"
## [1] "Mtor_Slc1a3"
## [1] "Mtor_Smim13"
## [1] "Mtor_Sp8"
## [1] "Mtor_Tiam1"
## [1] "Mtor_Tmem47"
## [1] "Mtor_Tmsb4x"
## [1] "Mtor_Tuba1a"
## [1] "Mtor_Uchl1"
## [1] "Mtor_Utrn"
## [1] "Mtor_Vdac3"
## [1] "Mtor_Wdfy3"
## [1] "Myo10_Nfib"
## [1] "Myo10_Ntng1"
## [1] "Myo10_Plekha1"
## [1] "Myo10_Pmm1"
## [1] "Myo10_Prrc2b"
## [1] "Myo10_Prune2"
## [1] "Myo10_Scd2"
## [1] "Myo10_Slc1a3"
## [1] "Myo10_Smim13"
## [1] "Myo10_Sp8"
## [1] "Myo10_Tiam1"
## [1] "Myo10_Tmem47"
## [1] "Myo10_Tmsb4x"
## [1] "Myo10_Tuba1a"
## [1] "Myo10_Uchl1"
## [1] "Myo10_Utrn"
## [1] "Myo10_Vdac3"
## [1] "Myo10_Wdfy3"
## [1] "Nfib_Ntng1"
## [1] "Nfib_Plekha1"
## [1] "Nfib_Pmm1"
## [1] "Nfib_Prrc2b"
## [1] "Nfib_Prune2"
## [1] "Nfib_Scd2"
## [1] "Nfib_Slc1a3"
## [1] "Nfib_Smim13"
## [1] "Nfib_Sp8"
## [1] "Nfib_Tiam1"
## [1] "Nfib_Tmem47"
## [1] "Nfib_Tmsb4x"
## [1] "Nfib_Tuba1a"
## [1] "Nfib_Uchl1"
## [1] "Nfib_Utrn"
## [1] "Nfib_Vdac3"
## [1] "Nfib_Wdfy3"
## [1] "Ntng1_Plekha1"
## [1] "Ntng1_Pmm1"
## [1] "Ntng1_Prrc2b"
## [1] "Ntng1_Prune2"
## [1] "Ntng1_Scd2"
## [1] "Ntng1_Slc1a3"
## [1] "Ntng1_Smim13"
## [1] "Ntng1_Sp8"
## [1] "Ntng1_Tiam1"
## [1] "Ntng1_Tmem47"
## [1] "Ntng1_Tmsb4x"
## [1] "Ntng1_Tuba1a"
## [1] "Ntng1_Uchl1"
## [1] "Ntng1_Utrn"
## [1] "Ntng1_Vdac3"
## [1] "Ntng1_Wdfy3"
## [1] "Plekha1_Pmm1"
## [1] "Plekha1_Prrc2b"
## [1] "Plekha1_Prune2"
## [1] "Plekha1_Scd2"
## [1] "Plekha1_Slc1a3"
## [1] "Plekha1_Smim13"
## [1] "Plekha1_Sp8"
## [1] "Plekha1_Tiam1"
## [1] "Plekha1_Tmem47"
## [1] "Plekha1_Tmsb4x"
## [1] "Plekha1_Tuba1a"
## [1] "Plekha1_Uchl1"
## [1] "Plekha1_Utrn"
## [1] "Plekha1_Vdac3"
## [1] "Plekha1_Wdfy3"
## [1] "Pmm1_Prrc2b"
## [1] "Pmm1_Prune2"
## [1] "Pmm1_Scd2"
## [1] "Pmm1_Slc1a3"
## [1] "Pmm1_Smim13"
## [1] "Pmm1_Sp8"
## [1] "Pmm1_Tiam1"
## [1] "Pmm1_Tmem47"
## [1] "Pmm1_Tmsb4x"
## [1] "Pmm1_Tuba1a"
## [1] "Pmm1_Uchl1"
## [1] "Pmm1_Utrn"
## [1] "Pmm1_Vdac3"
## [1] "Pmm1_Wdfy3"
## [1] "Prrc2b_Prune2"
## [1] "Prrc2b_Scd2"
## [1] "Prrc2b_Slc1a3"
## [1] "Prrc2b_Smim13"
## [1] "Prrc2b_Sp8"
## [1] "Prrc2b_Tiam1"
## [1] "Prrc2b_Tmem47"
## [1] "Prrc2b_Tmsb4x"
## [1] "Prrc2b_Tuba1a"
## [1] "Prrc2b_Uchl1"
## [1] "Prrc2b_Utrn"
## [1] "Prrc2b_Vdac3"
## [1] "Prrc2b_Wdfy3"
## [1] "Prune2_Scd2"
## [1] "Prune2_Slc1a3"
## [1] "Prune2_Smim13"
## [1] "Prune2_Sp8"
## [1] "Prune2_Tiam1"
## [1] "Prune2_Tmem47"
## [1] "Prune2_Tmsb4x"
## [1] "Prune2_Tuba1a"
## [1] "Prune2_Uchl1"
## [1] "Prune2_Utrn"
## [1] "Prune2_Vdac3"
## [1] "Prune2_Wdfy3"
## [1] "Scd2_Slc1a3"
## [1] "Scd2_Smim13"
## [1] "Scd2_Sp8"
## [1] "Scd2_Tiam1"
## [1] "Scd2_Tmem47"
## [1] "Scd2_Tmsb4x"
## [1] "Scd2_Tuba1a"
## [1] "Scd2_Uchl1"
## [1] "Scd2_Utrn"
## [1] "Scd2_Vdac3"
## [1] "Scd2_Wdfy3"
## [1] "Slc1a3_Smim13"
## [1] "Slc1a3_Sp8"
## [1] "Slc1a3_Tiam1"
## [1] "Slc1a3_Tmem47"
## [1] "Slc1a3_Tmsb4x"
## [1] "Slc1a3_Tuba1a"
## [1] "Slc1a3_Uchl1"
## [1] "Slc1a3_Utrn"
## [1] "Slc1a3_Vdac3"
## [1] "Slc1a3_Wdfy3"
## [1] "Smim13_Sp8"
## [1] "Smim13_Tiam1"
## [1] "Smim13_Tmem47"
## [1] "Smim13_Tmsb4x"
## [1] "Smim13_Tuba1a"
## [1] "Smim13_Uchl1"
## [1] "Smim13_Utrn"
## [1] "Smim13_Vdac3"
## [1] "Smim13_Wdfy3"
## [1] "Sp8_Tiam1"
## [1] "Sp8_Tmem47"
## [1] "Sp8_Tmsb4x"
## [1] "Sp8_Tuba1a"
## [1] "Sp8_Uchl1"
## [1] "Sp8_Utrn"
## [1] "Sp8_Vdac3"
## [1] "Sp8_Wdfy3"
## [1] "Tiam1_Tmem47"
## [1] "Tiam1_Tmsb4x"
## [1] "Tiam1_Tuba1a"
## [1] "Tiam1_Uchl1"
## [1] "Tiam1_Utrn"
## [1] "Tiam1_Vdac3"
## [1] "Tiam1_Wdfy3"
## [1] "Tmem47_Tmsb4x"
## [1] "Tmem47_Tuba1a"
## [1] "Tmem47_Uchl1"
## [1] "Tmem47_Utrn"
## [1] "Tmem47_Vdac3"
## [1] "Tmem47_Wdfy3"
## [1] "Tmsb4x_Tuba1a"
## [1] "Tmsb4x_Uchl1"
## [1] "Tmsb4x_Utrn"
## [1] "Tmsb4x_Vdac3"
## [1] "Tmsb4x_Wdfy3"
## [1] "Tuba1a_Uchl1"
## [1] "Tuba1a_Utrn"
## [1] "Tuba1a_Vdac3"
## [1] "Tuba1a_Wdfy3"
## [1] "Uchl1_Utrn"
## [1] "Uchl1_Vdac3"
## [1] "Uchl1_Wdfy3"
## [1] "Utrn_Vdac3"
## [1] "Utrn_Wdfy3"
## [1] "Vdac3_Wdfy3"
p_all$gene1 = unlist(lapply(strsplit(as.character(p_all$genepair), "_"), "[", 1))
p_all$gene2 = unlist(lapply(strsplit(as.character(p_all$genepair), "_"), "[", 2))

# differentially expressed genes to remove
p_all$spatiallyDE = ifelse(as.character(p_all$gene1) %in% nonDEgenes & as.character(p_all$gene2) %in% nonDEgenes,"No", "DE")

dim(subset(p_all, spatiallyDE == "No"))
## [1] 903  11
nonDEfdr = p_all$pval
nonDEfdr[p_all$spatiallyDE == "DE"] <- NA
nonDEfdr = p.adjust(nonDEfdr, method = "BH")
nonDEfdr[is.na(nonDEfdr)] <- 1
p_all$nonDEfdr = nonDEfdr


getDF = function(gene1, gene2 = NULL) {
  if (length(gene1) > 1) {
    gene2 = gene1[2]
    gene1 = gene1[1]
  }
  
  gpair = paste0(gene1,"_",gene2)
  if (!gpair %in% rownames(wcors_all)) {
    gpair = paste0(gene2,"_",gene1)
  }
  
  wcor = wcors_all[gpair,]
  
  df_res = data.frame(x = coords[,"x"], 
                      y = coords[,"y"], 
                      g1 = expr[gene1,], 
                      g2 = expr[gene2,],
                      wcor = wcor, 
                      W_min = W[which.min(wcor),], 
                      W_max = W[which.max(wcor),])
  return(df_res)
}

basicplotFunction = function(gene1, gene2 = NULL) {
  
  require(ggforce)
  require(patchwork)
  require(ggpubr)
  
  if (length(gene1) > 1) {
    gene2 = gene1[2]
    gene1 = gene1[1]
  }
  
  df_res = getDF(gene1, gene2)
  
  t = theme(legend.key.width = unit(0.5, "inches")) +
    theme(plot.title = element_text(size = 20)) +
    theme(axis.title = element_text(size = 15))
  
  g_gene1 = ggplot(df_res, aes(x = -x, y = y)) + 
    geom_point(aes(colour = g1), size = 5) +
    theme_minimal() +
    theme(panel.grid = element_blank()) +
    theme(axis.text = element_blank()) +
    xlab("") +
    ylab("") +
    ggtitle(gene1) +
    labs(colour = "") +
    theme(legend.position = "bottom") +
    theme(plot.title = element_text(hjust = 0.5, face = "italic")) +
    
    scale_color_viridis_c(breaks = c(0,max(df_res$g1)),
                          limits = c(0,max(df_res$g1)),
                          labels = c("Low","High")) +
    
    t +
    coord_fixed() +
    guides(colour = guide_colourbar(title.position = "top",
                                    title.hjust = 0.5)) +
    theme(legend.title=element_text(size=15)) +
    labs(colour = "Expression") +
    NULL
  
  g_gene2 = ggplot(df_res, aes(x = -x, y = y)) + 
    geom_point(aes(colour = g2), size = 5) +
    theme_minimal() +
    theme(panel.grid = element_blank()) +
    theme(axis.text = element_blank()) +
    xlab("") +
    ylab("") +
    ggtitle(gene2) +
    theme(plot.title = element_text(hjust = 0.5, face = "italic")) +
    labs(colour = "") +
    theme(legend.position = "bottom") +
    scale_color_viridis_c(breaks = c(0,max(df_res$g1)),
                          limits = c(0,max(df_res$g1)),
                          labels = c("Low","High")) +
    t +
    coord_fixed() +
    theme(legend.position = "none") +
    NULL
  
  g2 = ggplot(df_res, aes(x = -x, y = y, fill = wcor)) + 
    geom_voronoi_tile(max.radius = 1) +
    theme_minimal() + 
    theme(panel.grid = element_blank()) +
    theme(axis.text = element_blank()) +
    theme(plot.title = element_text(hjust = 0.5)) +
    theme(legend.position = "bottom") +
    labs(colour = "",fill = "") +
    labs(colour = "Local correlation",fill = "Local correlation") +
    ylab("") +
    xlab("") +
    ggtitle("Correlation of both genes") +
    scale_alpha_continuous(range = c(0,0.5)) +
    scale_fill_gradient2(low = "blue", mid = "white", high = "red", limits = c(-1,1)) + 
    t +
    coord_fixed() +
    guides(fill = guide_colourbar(title.position = "top",
                                  title.hjust = 0.5)) +
    theme(legend.title=element_text(size=15)) +
    NULL

  g_gene1_leg = as_ggplot(get_legend(g_gene1))
  g2_leg = as_ggplot(get_legend(g2))
  
  scater::multiplot(g_gene1 + theme(legend.position = "none") + 
                      theme(plot.margin = margin(10,0,-10,0)),
                    g_gene2 + 
                      theme(plot.margin = margin(10,0,-10,0)),
                    g2 + theme(legend.position = "none") + 
                      theme(plot.margin = margin(10,0,-10,0)),
                    g_gene1_leg,
                    g2_leg,
                    layout = matrix(
                      c(1,1,2,2,3,3,
                        1,1,2,2,3,3,
                        1,1,2,2,3,3,
                        6,4,4,6,5,5), ncol = 6, byrow = TRUE))
}

plotFunction = function(gene1, gene2 = NULL) {
  
  require(ggforce)
  require(patchwork)
  
  if (length(gene1) > 1) {
    gene2 = gene1[2]
    gene1 = gene1[1]
  }
  
  df_res = getDF(gene1, gene2)
  
  g_W_min = ggplot(df_res, aes(x = g1, y = g2)) + 
    geom_point(aes(alpha = W_min, size = W_min), colour = "purple") +
    theme_minimal() +
    xlab(gene1) +
    ylab(gene2) +
    ggtitle("Min") +
    NULL
  g_W_max = ggplot(df_res, aes(x = g1, y = g2)) + 
    geom_point(aes(alpha = W_max, size = W_max), colour = "orange") +
    theme_minimal() +
    xlab(gene1) +
    ylab(gene2) +
    ggtitle("Max") +
    NULL
  
  g_xy = ggplot(df_res, aes(x = x, y = y)) + 
    geom_point(size = 0.1) +
    geom_density_2d(data = subset(df_res, W_max != 0), colour = "orange") +
    geom_density_2d(data = subset(df_res, W_min != 0), colour = "purple") +
    theme_minimal() +
    xlab("x coordinate") +
    ylab("y coordinate") +
    ggtitle("Positions") +
    NULL
  
  g_gene1 = ggplot(df_res, aes(x = x, y = y)) + 
    geom_point(aes(colour = g1), size = 5) +
    
    theme_minimal() +
    ggtitle(gene1) +
    scale_color_gradient2(low = "black", mid = "yellow", high = "red", midpoint = 2) +
    NULL
  
  g_gene2 = ggplot(df_res, aes(x = x, y = y)) + 
    geom_point(aes(colour = g2), size = 5) +
    
    theme_minimal() +
    ggtitle(gene2) +
    scale_color_gradient2(low = "black", mid = "yellow", high = "red", midpoint = 2) +
    NULL
  
  g2 = ggplot(df_res, aes(x = x, y = y, fill = wcor)) + 
    geom_voronoi_tile(max.radius = 1) +
    geom_point(size = 1, colour = "black") +
    theme_minimal() + 
    scale_alpha_continuous(range = c(0,0.5)) +
    scale_fill_gradient2(low = "blue", mid = "white", high = "red", limits = c(-1,1)) + 
    NULL
  
  
  return(g_gene1 + g_gene2 + g2 + 
           g_W_min + g_W_max + g_xy + plot_layout(ncol = 3, nrow = 2, byrow = TRUE))
}

FDR_level = 0.2

wcorsSig = wcors_all[p_all$nonDEfdr < FDR_level,]
pairsSig = pairs[p_all$nonDEfdr < FDR_level,]

dim(wcorsSig)
## [1] 167 262
# basic plot functions of sig pairs
apply(pairsSig,1, function(p) {
  #print(p)
  if (!file.exists("output/basicplots")) {
    system("mkdir output/basicplots")
  }
  pdf(paste0("output/basicplots/", p[1], "_", p[2], ".pdf"),
      height = 4.5, width = 12,onefile=FALSE)
  basicplotFunction(p)
  dev.off()
})
##       Abat_Arrb1        Abat_Cst3        Abat_Mlc1       Abat_Myo10 
##                2                2                2                2 
##      Abat_Slc1a3       Abat_Tiam1     Actb_Gucy1b3       Actb_Itm2c 
##                2                2                2                2 
##       Actb_Myo10      Actb_Smim13         Actb_Sp8       Actb_Tiam1 
##                2                2                2                2 
##       Actb_Vdac3        Arrb1_Cnp       Arrb1_Cst3       Arrb1_Dnm3 
##                2                2                2                2 
##       Arrb1_Mtor     Arrb1_Prune2     Arrb1_Smim13        Arrb1_Sp8 
##                2                2                2                2 
##     Arrb1_Tmem47      Arrb1_Uchl1   Atp6v1c1_Calm1    Atp6v1c1_Cst3 
##                2                2                2                2 
##   Atp6v1c1_Luzp2    Atp6v1c1_Mlc1   Atp6v1c1_Myo10 Atp6v1c1_Plekha1 
##                2                2                2                2 
##     Atp6v1c1_Sp8   Atp6v1c1_Tiam1  Atp6v1c1_Tmsb4x     Atrnl1_Ccng1 
##                2                2                2                2 
##   Atrnl1_Gm15421     Atrnl1_Myo10       Bai1_Ccng1        Bai1_Cst3 
##                2                2                2                2 
##     Bai1_Gucy1b3      Bai1_Slc1a3       Bai1_Tiam1       Calm1_Cst3 
##                2                2                2                2 
##      Calm1_Dnm1l    Calm1_Gucy1b3    Calm1_Plekha1     Calm1_Smim13 
##                2                2                2                2 
##        Calm1_Sp8      Calm1_Tiam1      Calm1_Vdac3      Calm1_Wdfy3 
##                2                2                2                2 
##     Ccng1_Cldn11    Ccng1_Erbb2ip       Ccng1_Scd2     Ccng1_Smim13 
##                2                2                2                2 
##       Cldn11_Cnp      Cldn11_Cst3   Cldn11_Gucy1b3     Cldn11_Ildr2 
##                2                2                2                2 
##     Cldn11_Itm2c      Cldn11_Scd2    Cldn11_Tuba1a     Cldn11_Vdac3 
##                2                2                2                2 
##        Cnp_Itm2c       Cnp_Prune2       Cnp_Tmsb4x     Cst3_Gucy1b3 
##                2                2                2                2 
##      Cst3_Impact       Cst3_Itm2c       Cst3_Luzp2        Cst3_Mtor 
##                2                2                2                2 
##       Cst3_Myo10      Cst3_Prrc2b      Cst3_Prune2      Cst3_Smim13 
##                2                2                2                2 
##         Cst3_Sp8      Cst3_Tuba1a       Cst3_Uchl1       Cst3_Wdfy3 
##                2                2                2                2 
##       Dnm1l_Dnm3     Dnm1l_Fam63b    Dnm1l_Plekha1        Dnm1l_Sp8 
##                2                2                2                2 
##      Dnm1l_Vdac3      Dnm3_Fam63b       Dnm3_Tiam1    Gm15421_Ildr2 
##                2                2                2                2 
##    Gm15421_Itm2c   Gm15421_Tmsb4x    Gucy1b3_Ildr2     Gucy1b3_Mlc1 
##                2                2                2                2 
##    Gucy1b3_Myo10  Gucy1b3_Plekha1   Gucy1b3_Smim13    Gucy1b3_Tiam1 
##                2                2                2                2 
##   Gucy1b3_Tmem47   Gucy1b3_Tmsb4x   Gucy1b3_Tuba1a    Gucy1b3_Uchl1 
##                2                2                2                2 
##        Igf2_Mtor        Igf2_Pmm1      Ildr2_Itm2c       Ildr2_Mlc1 
##                2                2                2                2 
##    Ildr2_Plekha1      Ildr2_Tiam1     Ildr2_Tuba1a      Impact_Mlc1 
##                2                2                2                2 
##     Impact_Myo10     Impact_Ntng1   Impact_Plekha1     Impact_Tiam1 
##                2                2                2                2 
##    Impact_Tmem47      Itm2c_Myo10       Itm2c_Pmm1     Itm2c_Prrc2b 
##                2                2                2                2 
##     Itm2c_Smim13        Itm2c_Sp8      Itm2c_Tiam1     Itm2c_Tuba1a 
##                2                2                2                2 
##      Itm2c_Uchl1      Itm2c_Vdac3      Luzp2_Uchl1        Mlc1_Mtor 
##                2                2                2                2 
##       Mlc1_Myo10      Mlc1_Prune2      Mlc1_Slc1a3       Mlc1_Uchl1 
##                2                2                2                2 
##       Mtor_Myo10      Mtor_Slc1a3      Mtor_Tmem47       Mtor_Vdac3 
##                2                2                2                2 
##       Mtor_Wdfy3     Myo10_Prune2       Myo10_Scd2     Myo10_Slc1a3 
##                2                2                2                2 
##        Myo10_Sp8      Myo10_Tiam1      Myo10_Uchl1      Ntng1_Tiam1 
##                2                2                2                2 
##       Ntng1_Utrn    Plekha1_Tiam1   Plekha1_Tmsb4x    Plekha1_Vdac3 
##                2                2                2                2 
##       Prrc2b_Sp8     Prrc2b_Tiam1     Prrc2b_Vdac3     Prune2_Tiam1 
##                2                2                2                2 
##    Prune2_Tuba1a     Prune2_Wdfy3      Scd2_Smim13         Scd2_Sp8 
##                2                2                2                2 
##       Smim13_Sp8    Smim13_Tmem47    Smim13_Tmsb4x    Smim13_Tuba1a 
##                2                2                2                2 
##     Smim13_Vdac3       Sp8_Tmsb4x       Sp8_Tuba1a        Sp8_Uchl1 
##                2                2                2                2 
##        Sp8_Vdac3     Tiam1_Tmsb4x     Tiam1_Tuba1a      Tiam1_Vdac3 
##                2                2                2                2 
##      Tiam1_Wdfy3    Tmsb4x_Tuba1a     Tmsb4x_Vdac3     Tuba1a_Uchl1 
##                2                2                2                2 
##     Tuba1a_Vdac3      Uchl1_Vdac3      Vdac3_Wdfy3 
##                2                2                2

Interrogate significant gene pairs

cellsCut = cutree(hclust(cordist(t(wcorsSig))), 20)
table(cellsCut)
## cellsCut
##  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 
## 15 16 19 10  7 12 18  4  6 27  6  9 36 10 12  8 12  8  7 20
sort(table(cellsCut))
## cellsCut
##  8  9 11  5 19 16 18 12  4 14  6 15 17  1  2  7  3 20 10 13 
##  4  6  6  7  7  8  8  9 10 10 12 12 12 15 16 18 19 20 27 36
df_res = getDF(pairs[1,])

df_res$cellsCut <- factor(cellsCut)
ggplot(df_res, aes(x = x, y = y, fill = cellsCut, colour = cellsCut)) + 
  geom_point(size = 7, shape = 21, stroke = 1.5, colour = "black") +
  theme_minimal() + 
  scale_alpha_continuous(range = c(0,0.5)) +
  NULL

ggsave(file = "output/cellsCluster_spatial.pdf", height = 8, width = 10)

hc = hclust(dist(wcorsSig, method = "maximum"), method = "ward.D2")

genepairsClustDynamic = cutreeDynamic(
  hc, 
  minClusterSize = 10, 
  method = "tree",
  deepSplit = TRUE,
  useMedoids = FALSE
)
kk = length(unique(genepairsClustDynamic))-1
kk
## [1] 8
genepairsClust = cutree(hc, k = kk)
plot(hc)

table(genepairsClust)
## genepairsClust
##  1  2  3  4  5  6  7  8 
## 27 31 35 26  7 13 20  8
sort(table(genepairsClust))
## genepairsClust
##  5  8  6  7  4  1  2  3 
##  7  8 13 20 26 27 31 35
p_sig = cbind(p_all[names(genepairsClust),], cluster = genepairsClust)
saveRDS(p_sig, file = "output/p_sig.Rds")

write.table(as.matrix(sort_df(p_sig, c("cluster","genepair"))),
            file = "output/sig_genepairs.tsv", row.names = FALSE,
            col.names = TRUE, quote = FALSE, sep = "\t")

write.table(as.matrix(genepairsClust), file = "output/genepairsClust.tsv", row.names = TRUE,
            col.names = FALSE, quote = FALSE, sep = "\t")

genepairs_split = lapply(split(names(genepairsClust), genepairsClust), function(x) t(do.call(cbind, strsplit(x, "_"))))
genepairs_split_genes = lapply(genepairs_split, function(x) sort(unique(c(x))))

sapply(names(genepairs_split_genes), function(i){
  write(genepairs_split_genes[[i]], file = paste0("output/cluster_", i,".txt"))
})
## $`1`
## NULL
## 
## $`2`
## NULL
## 
## $`3`
## NULL
## 
## $`4`
## NULL
## 
## $`5`
## NULL
## 
## $`6`
## NULL
## 
## $`7`
## NULL
## 
## $`8`
## NULL
geneClustMembers = sapply(unique(genepairsClust), function(x) 
  unique(c(pairsSig[genepairsClust == x,])), simplify = FALSE)
names(geneClustMembers) <- paste0("cluster_", unique(genepairsClust))
jacDist_pairs = expand.grid(names(geneClustMembers),names(geneClustMembers))
jacDist_vals = apply(jacDist_pairs,1,function(x){
  if (x[1] == x[2]) return(NA)
  set1 = geneClustMembers[[x[1]]]
  set2 = geneClustMembers[[x[2]]]
  return(length(intersect(set1,set2))/length(union(set1,set2)))
})
jacDist = as.matrix(reshape::cast(cbind(jacDist_pairs, jacDist_vals), formula = Var2 ~ Var1, value = "jacDist_vals"))

pdf("output/jacDist_clusters.pdf", height = 8, width = 8)
heatmap.2(jacDist, trace = "n", main = "Jaccard distance of genes within clusters", 
          density.info = "none",
          key.title = "",
          key.xlab = "Jaccard distance",
          symm = TRUE, 
          revC = TRUE)
dev.off()
## quartz_off_screen 
##                 2
meanwcorsSig = apply(wcorsSig, 2, function(x) {
  tapply(x, genepairsClust, mean)
})
rownames(meanwcorsSig) <- paste0("cluster_", 1:length(unique(genepairsClust)))

pdf("output/meanGenes_heatmap.pdf", height = 12, width = 24)
heatmap.2(meanwcorsSig, trace = "n", col = colorRampPalette(c("blue","white","red")),
          key.title = "",
          key.xlab = "Mean weighted correlation",
          main = "Mean weighted correlation of clustered genepairs")
dev.off()
## quartz_off_screen 
##                 2
df_res2 <- getDF(pairs[1,])
df_res2 <- cbind(df_res2, t(meanwcorsSig))

gList_cells <- sapply(rownames(meanwcorsSig), function(name) {
  ggplot(df_res2, aes(x = -x, y = y, fill = get(name))) + 
    geom_voronoi_tile(max.radius = 1) +
    geom_point(size = 0.5, colour = "black") +
    theme_minimal() + 
    scale_alpha_continuous(range = c(0,0.5)) +
    scale_fill_gradient2(low = "blue", mid = "white", high = "red", limits = c(-1,1)) + 
    ggtitle("") +
    theme(legend.position = "none") +
    theme(panel.grid = element_blank()) +
    theme(axis.ticks = element_blank()) +
    theme(axis.text = element_blank()) +
    xlab("") + ylab("") +
    theme(plot.title = element_text(hjust = 0.5)) +
    coord_fixed() +
    NULL
}, simplify = FALSE)

gAll = patchwork::wrap_plots(gList_cells, ncol = length(gList_cells)/5, nrow = 5)
gAll

ggsave(gAll, file = "output/genepairsClust_wcors.pdf", height = 5, width = 44)

hc_mean_cells = hclust(dist(t(wcorsSig), method = "maximum"), method = "ward.D2")

hc_mean_cells_groups = cutreeDynamic(
  hc_mean_cells, 
  minClusterSize = 10, 
  method = "tree",
  deepSplit = FALSE,
  useMedoids = FALSE
)

kk_cells = length(unique(hc_mean_cells_groups))-1
kk_cells
## [1] 5
hc_mean_cells_groups = cutree(hc_mean_cells, kk_cells)
plot(hc_mean_cells)

plot(hc_mean_cells, labels = hc_mean_cells_groups)

hc_mean_cells_fac = factor(hc_mean_cells_groups, levels = unique(hc_mean_cells_groups[hc_mean_cells$order]))
df_hc_mean_cells = data.frame(
  x = coords[,1],
  y = coords[,2],
  hc_mean_cells = hc_mean_cells_fac
)
s = 1
g_cells = ggplot(df_hc_mean_cells, aes(x = -x, y = y)) + 
  geom_point(data = df_hc_mean_cells[,1:2], alpha = 0.2, stroke = 0, size = s, pch = 16) + 
  geom_point(stroke = 0, size = s, pch = 16) +
  facet_grid(hc_mean_cells~.) + 
  theme_minimal() +
  theme(panel.grid = element_blank(),
        axis.text = element_blank()) +
  xlab("") +
  ylab("") +
  coord_fixed() +
  NULL
g_cells

ggsave(g_cells, file = "output/split_heatmap_cells.pdf",height = 7, width = 1.5)

hc_mean_genepairs = hc
hc_mean_genepairs_groups = genepairsClust

plot(hc_mean_genepairs)

plot(hc_mean_genepairs, labels = hc_mean_genepairs_groups)

hc_mean_genepairs_fac = factor(hc_mean_genepairs_groups, levels = unique(hc_mean_genepairs_groups[hc_mean_genepairs$order]))

split(names(hc_mean_genepairs_fac), hc_mean_genepairs_fac)
## $`8`
## [1] "Bai1_Ccng1"    "Ccng1_Cldn11"  "Ccng1_Erbb2ip" "Ccng1_Scd2"   
## [5] "Ccng1_Smim13"  "Dnm3_Fam63b"   "Igf2_Mtor"     "Impact_Ntng1" 
## 
## $`2`
##  [1] "Abat_Cst3"      "Abat_Mlc1"      "Abat_Slc1a3"    "Arrb1_Tmem47"  
##  [5] "Atp6v1c1_Cst3"  "Atp6v1c1_Luzp2" "Atp6v1c1_Mlc1"  "Bai1_Cst3"     
##  [9] "Bai1_Gucy1b3"   "Bai1_Slc1a3"    "Cldn11_Gucy1b3" "Cst3_Gucy1b3"  
## [13] "Cst3_Impact"    "Cst3_Prune2"    "Gucy1b3_Mlc1"   "Gucy1b3_Tmem47"
## [17] "Gucy1b3_Uchl1"  "Ildr2_Mlc1"     "Impact_Mlc1"    "Impact_Tmem47" 
## [21] "Itm2c_Uchl1"    "Mlc1_Prune2"    "Mlc1_Uchl1"     "Mtor_Myo10"    
## [25] "Mtor_Slc1a3"    "Mtor_Tmem47"    "Myo10_Prune2"   "Myo10_Slc1a3"  
## [29] "Prune2_Tuba1a"  "Smim13_Tmem47"  "Uchl1_Vdac3"   
## 
## $`1`
##  [1] "Abat_Arrb1"     "Abat_Myo10"     "Actb_Myo10"     "Arrb1_Cnp"     
##  [5] "Arrb1_Dnm3"     "Arrb1_Mtor"     "Arrb1_Prune2"   "Arrb1_Smim13"  
##  [9] "Arrb1_Sp8"      "Arrb1_Uchl1"    "Atp6v1c1_Myo10" "Atrnl1_Myo10"  
## [13] "Cst3_Mtor"      "Cst3_Myo10"     "Cst3_Sp8"       "Cst3_Uchl1"    
## [17] "Dnm1l_Fam63b"   "Gucy1b3_Myo10"  "Impact_Myo10"   "Itm2c_Myo10"   
## [21] "Luzp2_Uchl1"    "Mlc1_Mtor"      "Mlc1_Myo10"     "Myo10_Scd2"    
## [25] "Myo10_Sp8"      "Myo10_Uchl1"    "Sp8_Uchl1"     
## 
## $`3`
##  [1] "Abat_Tiam1"       "Actb_Tiam1"       "Atp6v1c1_Plekha1"
##  [4] "Atp6v1c1_Tiam1"   "Atrnl1_Ccng1"     "Atrnl1_Gm15421"  
##  [7] "Bai1_Tiam1"       "Calm1_Tiam1"      "Cldn11_Ildr2"    
## [10] "Cldn11_Tuba1a"    "Cldn11_Vdac3"     "Cnp_Prune2"      
## [13] "Dnm1l_Dnm3"       "Dnm3_Tiam1"       "Gm15421_Ildr2"   
## [16] "Gucy1b3_Ildr2"    "Gucy1b3_Plekha1"  "Gucy1b3_Smim13"  
## [19] "Igf2_Pmm1"        "Ildr2_Itm2c"      "Ildr2_Plekha1"   
## [22] "Ildr2_Tiam1"      "Ildr2_Tuba1a"     "Impact_Plekha1"  
## [25] "Impact_Tiam1"     "Itm2c_Pmm1"       "Myo10_Tiam1"     
## [28] "Ntng1_Tiam1"      "Plekha1_Tiam1"    "Prrc2b_Tiam1"    
## [31] "Prune2_Tiam1"     "Tiam1_Tmsb4x"     "Tiam1_Tuba1a"    
## [34] "Tiam1_Vdac3"      "Tiam1_Wdfy3"     
## 
## $`5`
## [1] "Actb_Smim13"   "Calm1_Smim13"  "Cst3_Smim13"   "Itm2c_Smim13" 
## [5] "Scd2_Smim13"   "Smim13_Tmsb4x" "Smim13_Tuba1a"
## 
## $`6`
##  [1] "Actb_Sp8"      "Atp6v1c1_Sp8"  "Calm1_Dnm1l"   "Calm1_Sp8"    
##  [5] "Cldn11_Cnp"    "Dnm1l_Sp8"     "Itm2c_Sp8"     "Prrc2b_Sp8"   
##  [9] "Scd2_Sp8"      "Sp8_Tmsb4x"    "Sp8_Tuba1a"    "Sp8_Vdac3"    
## [13] "Tmsb4x_Tuba1a"
## 
## $`4`
##  [1] "Actb_Gucy1b3"    "Actb_Itm2c"      "Actb_Vdac3"     
##  [4] "Atp6v1c1_Calm1"  "Atp6v1c1_Tmsb4x" "Calm1_Gucy1b3"  
##  [7] "Calm1_Plekha1"   "Calm1_Vdac3"     "Calm1_Wdfy3"    
## [10] "Cnp_Itm2c"       "Cnp_Tmsb4x"      "Dnm1l_Plekha1"  
## [13] "Dnm1l_Vdac3"     "Gucy1b3_Tiam1"   "Gucy1b3_Tmsb4x" 
## [16] "Gucy1b3_Tuba1a"  "Itm2c_Prrc2b"    "Itm2c_Tiam1"    
## [19] "Itm2c_Tuba1a"    "Itm2c_Vdac3"     "Mtor_Wdfy3"     
## [22] "Plekha1_Tmsb4x"  "Prrc2b_Vdac3"    "Tmsb4x_Vdac3"   
## [25] "Tuba1a_Vdac3"    "Vdac3_Wdfy3"    
## 
## $`7`
##  [1] "Arrb1_Cst3"     "Calm1_Cst3"     "Cldn11_Cst3"    "Cldn11_Itm2c"  
##  [5] "Cldn11_Scd2"    "Cst3_Itm2c"     "Cst3_Luzp2"     "Cst3_Prrc2b"   
##  [9] "Cst3_Tuba1a"    "Cst3_Wdfy3"     "Gm15421_Itm2c"  "Gm15421_Tmsb4x"
## [13] "Mlc1_Slc1a3"    "Mtor_Vdac3"     "Ntng1_Utrn"     "Plekha1_Vdac3" 
## [17] "Prune2_Wdfy3"   "Smim13_Sp8"     "Smim13_Vdac3"   "Tuba1a_Uchl1"
write.table(sort_df(data.frame(grouping = hc_mean_genepairs_fac, cluster = names(hc_mean_genepairs_fac)), "grouping"), file = "output/hc_mean_genepairs_fac_split.txt", col.names = TRUE, row.names = FALSE, quote = FALSE, sep = "\t")

hc_mean_meanwcorsSig = apply(wcorsSig, 2, function(x)
  tapply(x, hc_mean_genepairs_fac, mean)
)

df_hc_mean_genepairs = data.frame(
  x = rep(coords[,1],times = nrow(hc_mean_meanwcorsSig)),
  y = rep(coords[,2],times = nrow(hc_mean_meanwcorsSig)),
  hc_mean_genepairs = factor(rep(levels(hc_mean_genepairs_fac), each = ncol(meanwcorsSig)),
                             levels = levels(hc_mean_genepairs_fac)),
  hc_mean_genepairs_wc = c(t(hc_mean_meanwcorsSig))
)

g_mean = ggplot(df_hc_mean_genepairs, aes(x = -x, y = y, colour = hc_mean_genepairs_wc)) + 
  geom_point(size = 0.7) +
  facet_grid(~hc_mean_genepairs) + 
  theme_minimal() +
  theme(panel.grid = element_blank(),
        axis.text = element_blank()) +
  scale_colour_gradient2(low = "blue", mid = "white", high = "red", limits = c(-1,1)) + 
  theme(legend.position = "none") +
  xlab("") +
  ylab("") +
  coord_fixed() +
  NULL
g_mean

cowplot::ggsave2(g_mean, file = "output/split_heatmap_genepairs.pdf", height = 1.3, width = 9)

pdf("output/split_heatmap.pdf",height = 10, width = 15)
tmat = t(wcorsSig)
colnames(tmat) <- gsub("cluster_","", colnames(tmat))
h = ComplexHeatmap::Heatmap(tmat, 
                            cluster_columns = hc_mean_genepairs,
                            cluster_rows = hc_mean_cells,
                            row_dend_reorder = FALSE,
                            column_dend_reorder = FALSE,
                            row_split = kk_cells,
                            column_split = kk,
                            show_heatmap_legend = FALSE,
                            show_column_names = FALSE
)
print(h)
dev.off()
## quartz_off_screen 
##                 2
grob = grid.grabExpr(draw(h))

tmatmean = t(apply(tmat, 1, function(x) tapply(x, hc_mean_genepairs_fac, mean)))

hh = ComplexHeatmap::Heatmap(tmatmean, cluster_columns = FALSE,
                             cluster_rows = hc_mean_cells,
                             row_dend_reorder = FALSE,
                             column_dend_reorder = FALSE,
                             row_split = kk_cells,
                             show_heatmap_legend = FALSE,
                             show_column_names = FALSE,
                             column_title = "Gene pair clusters",
                             row_title = "Cells",
                             row_title_gp = gpar(fontsize = 20),
                             column_title_gp = gpar(fontsize = 20),
                             border = "black"
)
hh

grobh = grid.grabExpr(draw(hh))

pdf("output/split_heatmap_combined.pdf",height = 7, width = 11, useDingbats = FALSE)
cowplot::plot_grid(grob, 
                   g_cells + theme(plot.margin = margin(2,0.5,0.2,-0.5,unit = "cm")) +
                     theme(strip.text = element_blank()), 
                   g_mean + theme(plot.margin = margin(0,0,0,1.5, unit = "cm")) +
                     theme(strip.text = element_blank()) +
                     NULL
                   , 
                   ncol = 2,
                   rel_heights = c(7,1),
                   rel_widths = c(9,1))
dev.off()
## quartz_off_screen 
##                 2
pdf("output/split_heatmap_combined_summarised.pdf",height = 8, width = 9, useDingbats = FALSE)
cowplot::plot_grid(grobh, 
                   g_cells + 
                     theme(plot.margin = margin(1.3,0.5,-0.2,-0.5,unit = "cm")) +
                     theme(strip.text = element_blank()), 
                   g_mean + 
                     theme(plot.margin = margin(0,0,0,1.5, unit = "cm")) +
                     theme(strip.text = element_blank()), 
                   ncol = 2,
                   rel_heights = c(8,1),
                   rel_widths = c(8,1))

dev.off()
## quartz_off_screen 
##                 2

Gene ontology enrichment testing

if (!file.exists("output/GO_list.Rds")) {
  library(GO.db)
  library(org.Mm.eg.db)
  keys = keys(org.Mm.eg.db)
  columns(org.Mm.eg.db)
  GO_info = select(org.Mm.eg.db, keys=keys, columns = c("SYMBOL", "GO"))
  
  keep = GO_info$SYMBOL %in% rownames(counts)
  table(keep)
  GO_info_filt = GO_info[keep,]
  
  # at least 10 genes in the term and less than 500
  allTerms = names(which(table(GO_info_filt$GO) >= 10 & table(GO_info_filt$GO) <= 500))
  
  GO_info_terms = select(GO.db, columns = columns(GO.db), keys = allTerms)
  rownames(GO_info_terms) <- GO_info_terms$GOID
  
  allTermNames = GO_info_terms[allTerms, "TERM"]
  names(allTermNames) <- allTerms
  
  GO_list = sapply(allTerms, function(term) {
    print(term)
    genes = GO_info_filt[GO_info_filt$GO == term, "SYMBOL"]
    return(sort(unique(genes[!is.na(genes)])))
  }, simplify = FALSE)
  names(GO_list) <- allTermNames
  
  saveRDS(GO_list, file = "output/GO_list.Rds")
} else {
  GO_list = readRDS("output/GO_list.Rds")
}
## [1] "GO:0000002"
## [1] "GO:0000012"
## [1] "GO:0000014"
## [1] "GO:0000027"
## [1] "GO:0000028"
## [1] "GO:0000030"
## [1] "GO:0000038"
## [1] "GO:0000045"
## [1] "GO:0000049"
## [1] "GO:0000055"
## [1] "GO:0000062"
## [1] "GO:0000070"
## [1] "GO:0000077"
## [1] "GO:0000079"
## [1] "GO:0000082"
## [1] "GO:0000086"
## [1] "GO:0000118"
## [1] "GO:0000123"
## [1] "GO:0000124"
## [1] "GO:0000127"
## [1] "GO:0000132"
## [1] "GO:0000137"
## [1] "GO:0000138"
## [1] "GO:0000139"
## [1] "GO:0000145"
## [1] "GO:0000146"
## [1] "GO:0000149"
## [1] "GO:0000151"
## [1] "GO:0000159"
## [1] "GO:0000164"
## [1] "GO:0000165"
## [1] "GO:0000175"
## [1] "GO:0000176"
## [1] "GO:0000177"
## [1] "GO:0000178"
## [1] "GO:0000184"
## [1] "GO:0000185"
## [1] "GO:0000186"
## [1] "GO:0000187"
## [1] "GO:0000188"
## [1] "GO:0000209"
## [1] "GO:0000226"
## [1] "GO:0000228"
## [1] "GO:0000242"
## [1] "GO:0000244"
## [1] "GO:0000245"
## [1] "GO:0000266"
## [1] "GO:0000276"
## [1] "GO:0000278"
## [1] "GO:0000281"
## [1] "GO:0000287"
## [1] "GO:0000288"
## [1] "GO:0000289"
## [1] "GO:0000290"
## [1] "GO:0000302"
## [1] "GO:0000307"
## [1] "GO:0000338"
## [1] "GO:0000340"
## [1] "GO:0000346"
## [1] "GO:0000380"
## [1] "GO:0000381"
## [1] "GO:0000387"
## [1] "GO:0000398"
## [1] "GO:0000400"
## [1] "GO:0000407"
## [1] "GO:0000413"
## [1] "GO:0000421"
## [1] "GO:0000422"
## [1] "GO:0000445"
## [1] "GO:0000462"
## [1] "GO:0000463"
## [1] "GO:0000492"
## [1] "GO:0000502"
## [1] "GO:0000506"
## [1] "GO:0000712"
## [1] "GO:0000722"
## [1] "GO:0000723"
## [1] "GO:0000724"
## [1] "GO:0000727"
## [1] "GO:0000737"
## [1] "GO:0000775"
## [1] "GO:0000776"
## [1] "GO:0000777"
## [1] "GO:0000778"
## [1] "GO:0000780"
## [1] "GO:0000781"
## [1] "GO:0000783"
## [1] "GO:0000784"
## [1] "GO:0000785"
## [1] "GO:0000786"
## [1] "GO:0000788"
## [1] "GO:0000790"
## [1] "GO:0000792"
## [1] "GO:0000793"
## [1] "GO:0000794"
## [1] "GO:0000795"
## [1] "GO:0000796"
## [1] "GO:0000800"
## [1] "GO:0000812"
## [1] "GO:0000813"
## [1] "GO:0000815"
## [1] "GO:0000900"
## [1] "GO:0000902"
## [1] "GO:0000922"
## [1] "GO:0000930"
## [1] "GO:0000932"
## [1] "GO:0000940"
## [1] "GO:0000956"
## [1] "GO:0000974"
## [1] "GO:0000976"
## [1] "GO:0000977"
## [1] "GO:0000979"
## [1] "GO:0000980"
## [1] "GO:0000981"
## [1] "GO:0000987"
## [1] "GO:0000993"
## [1] "GO:0001012"
## [1] "GO:0001047"
## [1] "GO:0001054"
## [1] "GO:0001056"
## [1] "GO:0001085"
## [1] "GO:0001094"
## [1] "GO:0001102"
## [1] "GO:0001103"
## [1] "GO:0001158"
## [1] "GO:0001162"
## [1] "GO:0001222"
## [1] "GO:0001223"
## [1] "GO:0001227"
## [1] "GO:0001228"
## [1] "GO:0001501"
## [1] "GO:0001502"
## [1] "GO:0001503"
## [1] "GO:0001508"
## [1] "GO:0001510"
## [1] "GO:0001516"
## [1] "GO:0001518"
## [1] "GO:0001522"
## [1] "GO:0001523"
## [1] "GO:0001525"
## [1] "GO:0001527"
## [1] "GO:0001530"
## [1] "GO:0001533"
## [1] "GO:0001540"
## [1] "GO:0001541"
## [1] "GO:0001553"
## [1] "GO:0001556"
## [1] "GO:0001558"
## [1] "GO:0001568"
## [1] "GO:0001569"
## [1] "GO:0001570"
## [1] "GO:0001574"
## [1] "GO:0001578"
## [1] "GO:0001580"
## [1] "GO:0001614"
## [1] "GO:0001618"
## [1] "GO:0001649"
## [1] "GO:0001650"
## [1] "GO:0001654"
## [1] "GO:0001655"
## [1] "GO:0001656"
## [1] "GO:0001657"
## [1] "GO:0001658"
## [1] "GO:0001659"
## [1] "GO:0001662"
## [1] "GO:0001664"
## [1] "GO:0001666"
## [1] "GO:0001669"
## [1] "GO:0001671"
## [1] "GO:0001673"
## [1] "GO:0001675"
## [1] "GO:0001676"
## [1] "GO:0001678"
## [1] "GO:0001682"
## [1] "GO:0001701"
## [1] "GO:0001702"
## [1] "GO:0001707"
## [1] "GO:0001708"
## [1] "GO:0001709"
## [1] "GO:0001725"
## [1] "GO:0001726"
## [1] "GO:0001730"
## [1] "GO:0001731"
## [1] "GO:0001736"
## [1] "GO:0001741"
## [1] "GO:0001750"
## [1] "GO:0001755"
## [1] "GO:0001756"
## [1] "GO:0001758"
## [1] "GO:0001759"
## [1] "GO:0001763"
## [1] "GO:0001764"
## [1] "GO:0001772"
## [1] "GO:0001774"
## [1] "GO:0001778"
## [1] "GO:0001779"
## [1] "GO:0001782"
## [1] "GO:0001783"
## [1] "GO:0001784"
## [1] "GO:0001786"
## [1] "GO:0001816"
## [1] "GO:0001817"
## [1] "GO:0001818"
## [1] "GO:0001819"
## [1] "GO:0001822"
## [1] "GO:0001824"
## [1] "GO:0001825"
## [1] "GO:0001829"
## [1] "GO:0001832"
## [1] "GO:0001833"
## [1] "GO:0001835"
## [1] "GO:0001836"
## [1] "GO:0001837"
## [1] "GO:0001841"
## [1] "GO:0001843"
## [1] "GO:0001881"
## [1] "GO:0001886"
## [1] "GO:0001889"
## [1] "GO:0001890"
## [1] "GO:0001891"
## [1] "GO:0001892"
## [1] "GO:0001893"
## [1] "GO:0001894"
## [1] "GO:0001895"
## [1] "GO:0001913"
## [1] "GO:0001916"
## [1] "GO:0001917"
## [1] "GO:0001921"
## [1] "GO:0001931"
## [1] "GO:0001932"
## [1] "GO:0001933"
## [1] "GO:0001934"
## [1] "GO:0001935"
## [1] "GO:0001937"
## [1] "GO:0001938"
## [1] "GO:0001942"
## [1] "GO:0001944"
## [1] "GO:0001945"
## [1] "GO:0001946"
## [1] "GO:0001947"
## [1] "GO:0001952"
## [1] "GO:0001953"
## [1] "GO:0001954"
## [1] "GO:0001958"
## [1] "GO:0001963"
## [1] "GO:0001964"
## [1] "GO:0001965"
## [1] "GO:0001967"
## [1] "GO:0001968"
## [1] "GO:0001972"
## [1] "GO:0001973"
## [1] "GO:0001974"
## [1] "GO:0001975"
## [1] "GO:0002009"
## [1] "GO:0002011"
## [1] "GO:0002020"
## [1] "GO:0002021"
## [1] "GO:0002024"
## [1] "GO:0002026"
## [1] "GO:0002027"
## [1] "GO:0002028"
## [1] "GO:0002031"
## [1] "GO:0002039"
## [1] "GO:0002040"
## [1] "GO:0002042"
## [1] "GO:0002052"
## [1] "GO:0002053"
## [1] "GO:0002062"
## [1] "GO:0002063"
## [1] "GO:0002064"
## [1] "GO:0002076"
## [1] "GO:0002080"
## [1] "GO:0002082"
## [1] "GO:0002084"
## [1] "GO:0002088"
## [1] "GO:0002089"
## [1] "GO:0002091"
## [1] "GO:0002092"
## [1] "GO:0002098"
## [1] "GO:0002102"
## [1] "GO:0002115"
## [1] "GO:0002116"
## [1] "GO:0002151"
## [1] "GO:0002161"
## [1] "GO:0002162"
## [1] "GO:0002177"
## [1] "GO:0002181"
## [1] "GO:0002199"
## [1] "GO:0002218"
## [1] "GO:0002224"
## [1] "GO:0002227"
## [1] "GO:0002230"
## [1] "GO:0002244"
## [1] "GO:0002250"
## [1] "GO:0002260"
## [1] "GO:0002262"
## [1] "GO:0002281"
## [1] "GO:0002376"
## [1] "GO:0002377"
## [1] "GO:0002437"
## [1] "GO:0002523"
## [1] "GO:0002548"
## [1] "GO:0002687"
## [1] "GO:0002755"
## [1] "GO:0002821"
## [1] "GO:0002931"
## [1] "GO:0003007"
## [1] "GO:0003009"
## [1] "GO:0003014"
## [1] "GO:0003016"
## [1] "GO:0003073"
## [1] "GO:0003085"
## [1] "GO:0003148"
## [1] "GO:0003151"
## [1] "GO:0003180"
## [1] "GO:0003181"
## [1] "GO:0003184"
## [1] "GO:0003197"
## [1] "GO:0003198"
## [1] "GO:0003203"
## [1] "GO:0003214"
## [1] "GO:0003215"
## [1] "GO:0003222"
## [1] "GO:0003254"
## [1] "GO:0003279"
## [1] "GO:0003281"
## [1] "GO:0003323"
## [1] "GO:0003333"
## [1] "GO:0003334"
## [1] "GO:0003341"
## [1] "GO:0003351"
## [1] "GO:0003382"
## [1] "GO:0003417"
## [1] "GO:0003429"
## [1] "GO:0003678"
## [1] "GO:0003680"
## [1] "GO:0003682"
## [1] "GO:0003684"
## [1] "GO:0003688"
## [1] "GO:0003689"
## [1] "GO:0003690"
## [1] "GO:0003691"
## [1] "GO:0003697"
## [1] "GO:0003707"
## [1] "GO:0003712"
## [1] "GO:0003713"
## [1] "GO:0003714"
## [1] "GO:0003725"
## [1] "GO:0003727"
## [1] "GO:0003729"
## [1] "GO:0003730"
## [1] "GO:0003735"
## [1] "GO:0003743"
## [1] "GO:0003746"
## [1] "GO:0003755"
## [1] "GO:0003756"
## [1] "GO:0003774"
## [1] "GO:0003777"
## [1] "GO:0003779"
## [1] "GO:0003785"
## [1] "GO:0003810"
## [1] "GO:0003824"
## [1] "GO:0003836"
## [1] "GO:0003841"
## [1] "GO:0003857"
## [1] "GO:0003872"
## [1] "GO:0003887"
## [1] "GO:0003899"
## [1] "GO:0003906"
## [1] "GO:0003924"
## [1] "GO:0003950"
## [1] "GO:0003951"
## [1] "GO:0003954"
## [1] "GO:0003958"
## [1] "GO:0003988"
## [1] "GO:0003993"
## [1] "GO:0004003"
## [1] "GO:0004004"
## [1] "GO:0004012"
## [1] "GO:0004016"
## [1] "GO:0004028"
## [1] "GO:0004029"
## [1] "GO:0004032"
## [1] "GO:0004089"
## [1] "GO:0004090"
## [1] "GO:0004114"
## [1] "GO:0004115"
## [1] "GO:0004129"
## [1] "GO:0004143"
## [1] "GO:0004169"
## [1] "GO:0004175"
## [1] "GO:0004176"
## [1] "GO:0004177"
## [1] "GO:0004180"
## [1] "GO:0004181"
## [1] "GO:0004190"
## [1] "GO:0004197"
## [1] "GO:0004198"
## [1] "GO:0004222"
## [1] "GO:0004252"
## [1] "GO:0004298"
## [1] "GO:0004300"
## [1] "GO:0004308"
## [1] "GO:0004322"
## [1] "GO:0004332"
## [1] "GO:0004340"
## [1] "GO:0004364"
## [1] "GO:0004383"
## [1] "GO:0004386"
## [1] "GO:0004396"
## [1] "GO:0004402"
## [1] "GO:0004407"
## [1] "GO:0004435"
## [1] "GO:0004438"
## [1] "GO:0004439"
## [1] "GO:0004445"
## [1] "GO:0004467"
## [1] "GO:0004497"
## [1] "GO:0004518"
## [1] "GO:0004519"
## [1] "GO:0004521"
## [1] "GO:0004523"
## [1] "GO:0004526"
## [1] "GO:0004527"
## [1] "GO:0004535"
## [1] "GO:0004540"
## [1] "GO:0004550"
## [1] "GO:0004553"
## [1] "GO:0004559"
## [1] "GO:0004571"
## [1] "GO:0004579"
## [1] "GO:0004596"
## [1] "GO:0004601"
## [1] "GO:0004602"
## [1] "GO:0004620"
## [1] "GO:0004622"
## [1] "GO:0004623"
## [1] "GO:0004652"
## [1] "GO:0004653"
## [1] "GO:0004659"
## [1] "GO:0004675"
## [1] "GO:0004679"
## [1] "GO:0004683"
## [1] "GO:0004693"
## [1] "GO:0004694"
## [1] "GO:0004697"
## [1] "GO:0004706"
## [1] "GO:0004707"
## [1] "GO:0004708"
## [1] "GO:0004709"
## [1] "GO:0004712"
## [1] "GO:0004713"
## [1] "GO:0004714"
## [1] "GO:0004715"
## [1] "GO:0004721"
## [1] "GO:0004722"
## [1] "GO:0004724"
## [1] "GO:0004725"
## [1] "GO:0004745"
## [1] "GO:0004767"
## [1] "GO:0004768"
## [1] "GO:0004771"
## [1] "GO:0004784"
## [1] "GO:0004806"
## [1] "GO:0004812"
## [1] "GO:0004842"
## [1] "GO:0004843"
## [1] "GO:0004844"
## [1] "GO:0004857"
## [1] "GO:0004860"
## [1] "GO:0004861"
## [1] "GO:0004862"
## [1] "GO:0004864"
## [1] "GO:0004865"
## [1] "GO:0004866"
## [1] "GO:0004867"
## [1] "GO:0004869"
## [1] "GO:0004879"
## [1] "GO:0004888"
## [1] "GO:0004890"
## [1] "GO:0004896"
## [1] "GO:0004930"
## [1] "GO:0004931"
## [1] "GO:0004935"
## [1] "GO:0004937"
## [1] "GO:0004957"
## [1] "GO:0004970"
## [1] "GO:0004972"
## [1] "GO:0004984"
## [1] "GO:0004985"
## [1] "GO:0004993"
## [1] "GO:0005003"
## [1] "GO:0005005"
## [1] "GO:0005007"
## [1] "GO:0005021"
## [1] "GO:0005024"
## [1] "GO:0005025"
## [1] "GO:0005031"
## [1] "GO:0005041"
## [1] "GO:0005044"
## [1] "GO:0005049"
## [1] "GO:0005068"
## [1] "GO:0005070"
## [1] "GO:0005078"
## [1] "GO:0005080"
## [1] "GO:0005085"
## [1] "GO:0005086"
## [1] "GO:0005088"
## [1] "GO:0005089"
## [1] "GO:0005092"
## [1] "GO:0005096"
## [1] "GO:0005102"
## [1] "GO:0005104"
## [1] "GO:0005109"
## [1] "GO:0005112"
## [1] "GO:0005113"
## [1] "GO:0005114"
## [1] "GO:0005123"
## [1] "GO:0005125"
## [1] "GO:0005131"
## [1] "GO:0005149"
## [1] "GO:0005154"
## [1] "GO:0005158"
## [1] "GO:0005159"
## [1] "GO:0005160"
## [1] "GO:0005161"
## [1] "GO:0005164"
## [1] "GO:0005178"
## [1] "GO:0005179"
## [1] "GO:0005184"
## [1] "GO:0005198"
## [1] "GO:0005200"
## [1] "GO:0005201"
## [1] "GO:0005212"
## [1] "GO:0005216"
## [1] "GO:0005220"
## [1] "GO:0005227"
## [1] "GO:0005229"
## [1] "GO:0005230"
## [1] "GO:0005237"
## [1] "GO:0005242"
## [1] "GO:0005243"
## [1] "GO:0005244"
## [1] "GO:0005245"
## [1] "GO:0005246"
## [1] "GO:0005247"
## [1] "GO:0005248"
## [1] "GO:0005249"
## [1] "GO:0005251"
## [1] "GO:0005254"
## [1] "GO:0005261"
## [1] "GO:0005262"
## [1] "GO:0005267"
## [1] "GO:0005272"
## [1] "GO:0005313"
## [1] "GO:0005319"
## [1] "GO:0005324"
## [1] "GO:0005328"
## [1] "GO:0005337"
## [1] "GO:0005355"
## [1] "GO:0005381"
## [1] "GO:0005385"
## [1] "GO:0005388"
## [1] "GO:0005391"
## [1] "GO:0005452"
## [1] "GO:0005484"
## [1] "GO:0005496"
## [1] "GO:0005504"
## [1] "GO:0005506"
## [1] "GO:0005507"
## [1] "GO:0005513"
## [1] "GO:0005516"
## [1] "GO:0005518"
## [1] "GO:0005520"
## [1] "GO:0005521"
## [1] "GO:0005522"
## [1] "GO:0005523"
## [1] "GO:0005525"
## [1] "GO:0005536"
## [1] "GO:0005537"
## [1] "GO:0005539"
## [1] "GO:0005540"
## [1] "GO:0005542"
## [1] "GO:0005543"
## [1] "GO:0005544"
## [1] "GO:0005545"
## [1] "GO:0005546"
## [1] "GO:0005547"
## [1] "GO:0005548"
## [1] "GO:0005549"
## [1] "GO:0005550"
## [1] "GO:0005581"
## [1] "GO:0005587"
## [1] "GO:0005604"
## [1] "GO:0005614"
## [1] "GO:0005623"
## [1] "GO:0005635"
## [1] "GO:0005637"
## [1] "GO:0005639"
## [1] "GO:0005640"
## [1] "GO:0005641"
## [1] "GO:0005643"
## [1] "GO:0005657"
## [1] "GO:0005662"
## [1] "GO:0005664"
## [1] "GO:0005665"
## [1] "GO:0005666"
## [1] "GO:0005667"
## [1] "GO:0005669"
## [1] "GO:0005671"
## [1] "GO:0005675"
## [1] "GO:0005680"
## [1] "GO:0005681"
## [1] "GO:0005682"
## [1] "GO:0005685"
## [1] "GO:0005686"
## [1] "GO:0005687"
## [1] "GO:0005689"
## [1] "GO:0005694"
## [1] "GO:0005697"
## [1] "GO:0005719"
## [1] "GO:0005720"
## [1] "GO:0005721"
## [1] "GO:0005732"
## [1] "GO:0005736"
## [1] "GO:0005740"
## [1] "GO:0005741"
## [1] "GO:0005742"
## [1] "GO:0005743"
## [1] "GO:0005744"
## [1] "GO:0005747"
## [1] "GO:0005750"
## [1] "GO:0005751"
## [1] "GO:0005753"
## [1] "GO:0005758"
## [1] "GO:0005759"
## [1] "GO:0005761"
## [1] "GO:0005762"
## [1] "GO:0005763"
## [1] "GO:0005764"
## [1] "GO:0005765"
## [1] "GO:0005769"
## [1] "GO:0005770"
## [1] "GO:0005771"
## [1] "GO:0005773"
## [1] "GO:0005774"
## [1] "GO:0005776"
## [1] "GO:0005777"
## [1] "GO:0005778"
## [1] "GO:0005779"
## [1] "GO:0005782"
## [1] "GO:0005786"
## [1] "GO:0005788"
## [1] "GO:0005789"
## [1] "GO:0005790"
## [1] "GO:0005791"
## [1] "GO:0005793"
## [1] "GO:0005795"
## [1] "GO:0005797"
## [1] "GO:0005798"
## [1] "GO:0005801"
## [1] "GO:0005802"
## [1] "GO:0005811"
## [1] "GO:0005814"
## [1] "GO:0005815"
## [1] "GO:0005819"
## [1] "GO:0005832"
## [1] "GO:0005834"
## [1] "GO:0005838"
## [1] "GO:0005839"
## [1] "GO:0005840"
## [1] "GO:0005844"
## [1] "GO:0005845"
## [1] "GO:0005847"
## [1] "GO:0005851"
## [1] "GO:0005852"
## [1] "GO:0005861"
## [1] "GO:0005865"
## [1] "GO:0005868"
## [1] "GO:0005869"
## [1] "GO:0005871"
## [1] "GO:0005874"
## [1] "GO:0005875"
## [1] "GO:0005876"
## [1] "GO:0005881"
## [1] "GO:0005882"
## [1] "GO:0005883"
## [1] "GO:0005884"
## [1] "GO:0005885"
## [1] "GO:0005890"
## [1] "GO:0005891"
## [1] "GO:0005892"
## [1] "GO:0005901"
## [1] "GO:0005902"
## [1] "GO:0005903"
## [1] "GO:0005905"
## [1] "GO:0005911"
## [1] "GO:0005912"
## [1] "GO:0005913"
## [1] "GO:0005916"
## [1] "GO:0005921"
## [1] "GO:0005922"
## [1] "GO:0005923"
## [1] "GO:0005925"
## [1] "GO:0005929"
## [1] "GO:0005930"
## [1] "GO:0005938"
## [1] "GO:0005940"
## [1] "GO:0005942"
## [1] "GO:0005952"
## [1] "GO:0005975"
## [1] "GO:0005977"
## [1] "GO:0005978"
## [1] "GO:0005980"
## [1] "GO:0006002"
## [1] "GO:0006006"
## [1] "GO:0006012"
## [1] "GO:0006013"
## [1] "GO:0006020"
## [1] "GO:0006024"
## [1] "GO:0006044"
## [1] "GO:0006072"
## [1] "GO:0006082"
## [1] "GO:0006090"
## [1] "GO:0006091"
## [1] "GO:0006094"
## [1] "GO:0006096"
## [1] "GO:0006099"
## [1] "GO:0006102"
## [1] "GO:0006103"
## [1] "GO:0006107"
## [1] "GO:0006108"
## [1] "GO:0006111"
## [1] "GO:0006120"
## [1] "GO:0006122"
## [1] "GO:0006139"
## [1] "GO:0006164"
## [1] "GO:0006165"
## [1] "GO:0006171"
## [1] "GO:0006182"
## [1] "GO:0006183"
## [1] "GO:0006241"
## [1] "GO:0006259"
## [1] "GO:0006260"
## [1] "GO:0006261"
## [1] "GO:0006264"
## [1] "GO:0006265"
## [1] "GO:0006268"
## [1] "GO:0006270"
## [1] "GO:0006275"
## [1] "GO:0006281"
## [1] "GO:0006283"
## [1] "GO:0006284"
## [1] "GO:0006287"
## [1] "GO:0006289"
## [1] "GO:0006298"
## [1] "GO:0006301"
## [1] "GO:0006302"
## [1] "GO:0006303"
## [1] "GO:0006306"
## [1] "GO:0006307"
## [1] "GO:0006310"
## [1] "GO:0006325"
## [1] "GO:0006334"
## [1] "GO:0006335"
## [1] "GO:0006336"
## [1] "GO:0006337"
## [1] "GO:0006338"
## [1] "GO:0006342"
## [1] "GO:0006346"
## [1] "GO:0006349"
## [1] "GO:0006351"
## [1] "GO:0006352"
## [1] "GO:0006357"
## [1] "GO:0006364"
## [1] "GO:0006366"
## [1] "GO:0006367"
## [1] "GO:0006368"
## [1] "GO:0006376"
## [1] "GO:0006378"
## [1] "GO:0006382"
## [1] "GO:0006383"
## [1] "GO:0006388"
## [1] "GO:0006390"
## [1] "GO:0006396"
## [1] "GO:0006397"
## [1] "GO:0006400"
## [1] "GO:0006401"
## [1] "GO:0006402"
## [1] "GO:0006406"
## [1] "GO:0006412"
## [1] "GO:0006413"
## [1] "GO:0006414"
## [1] "GO:0006417"
## [1] "GO:0006418"
## [1] "GO:0006446"
## [1] "GO:0006457"
## [1] "GO:0006464"
## [1] "GO:0006465"
## [1] "GO:0006469"
## [1] "GO:0006470"
## [1] "GO:0006471"
## [1] "GO:0006473"
## [1] "GO:0006474"
## [1] "GO:0006476"
## [1] "GO:0006479"
## [1] "GO:0006486"
## [1] "GO:0006487"
## [1] "GO:0006488"
## [1] "GO:0006491"
## [1] "GO:0006493"
## [1] "GO:0006497"
## [1] "GO:0006506"
## [1] "GO:0006508"
## [1] "GO:0006509"
## [1] "GO:0006511"
## [1] "GO:0006513"
## [1] "GO:0006515"
## [1] "GO:0006516"
## [1] "GO:0006517"
## [1] "GO:0006518"
## [1] "GO:0006520"
## [1] "GO:0006527"
## [1] "GO:0006541"
## [1] "GO:0006605"
## [1] "GO:0006606"
## [1] "GO:0006607"
## [1] "GO:0006610"
## [1] "GO:0006611"
## [1] "GO:0006612"
## [1] "GO:0006614"
## [1] "GO:0006620"
## [1] "GO:0006622"
## [1] "GO:0006623"
## [1] "GO:0006625"
## [1] "GO:0006626"
## [1] "GO:0006629"
## [1] "GO:0006631"
## [1] "GO:0006633"
## [1] "GO:0006635"
## [1] "GO:0006637"
## [1] "GO:0006641"
## [1] "GO:0006644"
## [1] "GO:0006650"
## [1] "GO:0006654"
## [1] "GO:0006656"
## [1] "GO:0006661"
## [1] "GO:0006665"
## [1] "GO:0006672"
## [1] "GO:0006686"
## [1] "GO:0006689"
## [1] "GO:0006693"
## [1] "GO:0006694"
## [1] "GO:0006695"
## [1] "GO:0006699"
## [1] "GO:0006707"
## [1] "GO:0006729"
## [1] "GO:0006730"
## [1] "GO:0006734"
## [1] "GO:0006744"
## [1] "GO:0006749"
## [1] "GO:0006750"
## [1] "GO:0006754"
## [1] "GO:0006779"
## [1] "GO:0006783"
## [1] "GO:0006790"
## [1] "GO:0006796"
## [1] "GO:0006801"
## [1] "GO:0006805"
## [1] "GO:0006807"
## [1] "GO:0006809"
## [1] "GO:0006811"
## [1] "GO:0006812"
## [1] "GO:0006813"
## [1] "GO:0006814"
## [1] "GO:0006816"
## [1] "GO:0006817"
## [1] "GO:0006820"
## [1] "GO:0006821"
## [1] "GO:0006825"
## [1] "GO:0006826"
## [1] "GO:0006828"
## [1] "GO:0006829"
## [1] "GO:0006833"
## [1] "GO:0006836"
## [1] "GO:0006839"
## [1] "GO:0006851"
## [1] "GO:0006855"
## [1] "GO:0006865"
## [1] "GO:0006869"
## [1] "GO:0006874"
## [1] "GO:0006878"
## [1] "GO:0006879"
## [1] "GO:0006882"
## [1] "GO:0006883"
## [1] "GO:0006884"
## [1] "GO:0006885"
## [1] "GO:0006886"
## [1] "GO:0006887"
## [1] "GO:0006888"
## [1] "GO:0006890"
## [1] "GO:0006891"
## [1] "GO:0006892"
## [1] "GO:0006893"
## [1] "GO:0006895"
## [1] "GO:0006897"
## [1] "GO:0006898"
## [1] "GO:0006900"
## [1] "GO:0006904"
## [1] "GO:0006906"
## [1] "GO:0006909"
## [1] "GO:0006910"
## [1] "GO:0006911"
## [1] "GO:0006913"
## [1] "GO:0006914"
## [1] "GO:0006919"
## [1] "GO:0006935"
## [1] "GO:0006936"
## [1] "GO:0006937"
## [1] "GO:0006939"
## [1] "GO:0006940"
## [1] "GO:0006941"
## [1] "GO:0006952"
## [1] "GO:0006953"
## [1] "GO:0006954"
## [1] "GO:0006955"
## [1] "GO:0006956"
## [1] "GO:0006958"
## [1] "GO:0006959"
## [1] "GO:0006968"
## [1] "GO:0006970"
## [1] "GO:0006974"
## [1] "GO:0006977"
## [1] "GO:0006978"
## [1] "GO:0006979"
## [1] "GO:0006983"
## [1] "GO:0006986"
## [1] "GO:0006996"
## [1] "GO:0006997"
## [1] "GO:0006998"
## [1] "GO:0007004"
## [1] "GO:0007005"
## [1] "GO:0007009"
## [1] "GO:0007010"
## [1] "GO:0007015"
## [1] "GO:0007017"
## [1] "GO:0007018"
## [1] "GO:0007019"
## [1] "GO:0007020"
## [1] "GO:0007026"
## [1] "GO:0007029"
## [1] "GO:0007030"
## [1] "GO:0007031"
## [1] "GO:0007032"
## [1] "GO:0007034"
## [1] "GO:0007035"
## [1] "GO:0007040"
## [1] "GO:0007041"
## [1] "GO:0007042"
## [1] "GO:0007043"
## [1] "GO:0007050"
## [1] "GO:0007051"
## [1] "GO:0007052"
## [1] "GO:0007059"
## [1] "GO:0007062"
## [1] "GO:0007064"
## [1] "GO:0007076"
## [1] "GO:0007080"
## [1] "GO:0007088"
## [1] "GO:0007093"
## [1] "GO:0007094"
## [1] "GO:0007095"
## [1] "GO:0007097"
## [1] "GO:0007098"
## [1] "GO:0007099"
## [1] "GO:0007129"
## [1] "GO:0007130"
## [1] "GO:0007131"
## [1] "GO:0007140"
## [1] "GO:0007141"
## [1] "GO:0007154"
## [1] "GO:0007155"
## [1] "GO:0007156"
## [1] "GO:0007157"
## [1] "GO:0007158"
## [1] "GO:0007159"
## [1] "GO:0007160"
## [1] "GO:0007162"
## [1] "GO:0007163"
## [1] "GO:0007166"
## [1] "GO:0007168"
## [1] "GO:0007169"
## [1] "GO:0007173"
## [1] "GO:0007175"
## [1] "GO:0007178"
## [1] "GO:0007179"
## [1] "GO:0007186"
## [1] "GO:0007187"
## [1] "GO:0007188"
## [1] "GO:0007189"
## [1] "GO:0007190"
## [1] "GO:0007191"
## [1] "GO:0007193"
## [1] "GO:0007194"
## [1] "GO:0007200"
## [1] "GO:0007202"
## [1] "GO:0007204"
## [1] "GO:0007205"
## [1] "GO:0007212"
## [1] "GO:0007214"
## [1] "GO:0007215"
## [1] "GO:0007216"
## [1] "GO:0007218"
## [1] "GO:0007219"
## [1] "GO:0007220"
## [1] "GO:0007224"
## [1] "GO:0007229"
## [1] "GO:0007249"
## [1] "GO:0007250"
## [1] "GO:0007252"
## [1] "GO:0007254"
## [1] "GO:0007257"
## [1] "GO:0007259"
## [1] "GO:0007260"
## [1] "GO:0007263"
## [1] "GO:0007264"
## [1] "GO:0007265"
## [1] "GO:0007266"
## [1] "GO:0007267"
## [1] "GO:0007268"
## [1] "GO:0007269"
## [1] "GO:0007271"
## [1] "GO:0007274"
## [1] "GO:0007276"
## [1] "GO:0007281"
## [1] "GO:0007283"
## [1] "GO:0007286"
## [1] "GO:0007288"
## [1] "GO:0007338"
## [1] "GO:0007339"
## [1] "GO:0007340"
## [1] "GO:0007346"
## [1] "GO:0007368"
## [1] "GO:0007369"
## [1] "GO:0007389"
## [1] "GO:0007399"
## [1] "GO:0007405"
## [1] "GO:0007406"
## [1] "GO:0007409"
## [1] "GO:0007411"
## [1] "GO:0007413"
## [1] "GO:0007416"
## [1] "GO:0007417"
## [1] "GO:0007420"
## [1] "GO:0007422"
## [1] "GO:0007492"
## [1] "GO:0007498"
## [1] "GO:0007507"
## [1] "GO:0007512"
## [1] "GO:0007517"
## [1] "GO:0007519"
## [1] "GO:0007520"
## [1] "GO:0007528"
## [1] "GO:0007548"
## [1] "GO:0007565"
## [1] "GO:0007566"
## [1] "GO:0007568"
## [1] "GO:0007569"
## [1] "GO:0007584"
## [1] "GO:0007585"
## [1] "GO:0007588"
## [1] "GO:0007595"
## [1] "GO:0007596"
## [1] "GO:0007599"
## [1] "GO:0007601"
## [1] "GO:0007602"
## [1] "GO:0007605"
## [1] "GO:0007608"
## [1] "GO:0007611"
## [1] "GO:0007612"
## [1] "GO:0007613"
## [1] "GO:0007614"
## [1] "GO:0007616"
## [1] "GO:0007623"
## [1] "GO:0007625"
## [1] "GO:0007626"
## [1] "GO:0007628"
## [1] "GO:0007631"
## [1] "GO:0008009"
## [1] "GO:0008013"
## [1] "GO:0008016"
## [1] "GO:0008017"
## [1] "GO:0008020"
## [1] "GO:0008021"
## [1] "GO:0008022"
## [1] "GO:0008023"
## [1] "GO:0008024"
## [1] "GO:0008026"
## [1] "GO:0008028"
## [1] "GO:0008033"
## [1] "GO:0008035"
## [1] "GO:0008045"
## [1] "GO:0008047"
## [1] "GO:0008053"
## [1] "GO:0008066"
## [1] "GO:0008073"
## [1] "GO:0008076"
## [1] "GO:0008080"
## [1] "GO:0008081"
## [1] "GO:0008083"
## [1] "GO:0008088"
## [1] "GO:0008089"
## [1] "GO:0008090"
## [1] "GO:0008092"
## [1] "GO:0008094"
## [1] "GO:0008097"
## [1] "GO:0008104"
## [1] "GO:0008106"
## [1] "GO:0008134"
## [1] "GO:0008135"
## [1] "GO:0008137"
## [1] "GO:0008138"
## [1] "GO:0008139"
## [1] "GO:0008140"
## [1] "GO:0008143"
## [1] "GO:0008144"
## [1] "GO:0008146"
## [1] "GO:0008152"
## [1] "GO:0008154"
## [1] "GO:0008156"
## [1] "GO:0008157"
## [1] "GO:0008168"
## [1] "GO:0008171"
## [1] "GO:0008173"
## [1] "GO:0008179"
## [1] "GO:0008180"
## [1] "GO:0008190"
## [1] "GO:0008191"
## [1] "GO:0008198"
## [1] "GO:0008201"
## [1] "GO:0008202"
## [1] "GO:0008203"
## [1] "GO:0008210"
## [1] "GO:0008217"
## [1] "GO:0008219"
## [1] "GO:0008233"
## [1] "GO:0008234"
## [1] "GO:0008236"
## [1] "GO:0008237"
## [1] "GO:0008250"
## [1] "GO:0008253"
## [1] "GO:0008266"
## [1] "GO:0008272"
## [1] "GO:0008273"
## [1] "GO:0008276"
## [1] "GO:0008277"
## [1] "GO:0008278"
## [1] "GO:0008283"
## [1] "GO:0008285"
## [1] "GO:0008286"
## [1] "GO:0008289"
## [1] "GO:0008290"
## [1] "GO:0008299"
## [1] "GO:0008301"
## [1] "GO:0008305"
## [1] "GO:0008306"
## [1] "GO:0008307"
## [1] "GO:0008320"
## [1] "GO:0008324"
## [1] "GO:0008327"
## [1] "GO:0008328"
## [1] "GO:0008331"
## [1] "GO:0008333"
## [1] "GO:0008340"
## [1] "GO:0008344"
## [1] "GO:0008347"
## [1] "GO:0008353"
## [1] "GO:0008360"
## [1] "GO:0008361"
## [1] "GO:0008373"
## [1] "GO:0008375"
## [1] "GO:0008376"
## [1] "GO:0008378"
## [1] "GO:0008379"
## [1] "GO:0008380"
## [1] "GO:0008381"
## [1] "GO:0008392"
## [1] "GO:0008395"
## [1] "GO:0008408"
## [1] "GO:0008409"
## [1] "GO:0008420"
## [1] "GO:0008429"
## [1] "GO:0008432"
## [1] "GO:0008467"
## [1] "GO:0008469"
## [1] "GO:0008474"
## [1] "GO:0008483"
## [1] "GO:0008484"
## [1] "GO:0008494"
## [1] "GO:0008499"
## [1] "GO:0008503"
## [1] "GO:0008509"
## [1] "GO:0008510"
## [1] "GO:0008514"
## [1] "GO:0008519"
## [1] "GO:0008525"
## [1] "GO:0008526"
## [1] "GO:0008528"
## [1] "GO:0008536"
## [1] "GO:0008540"
## [1] "GO:0008542"
## [1] "GO:0008543"
## [1] "GO:0008544"
## [1] "GO:0008553"
## [1] "GO:0008568"
## [1] "GO:0008574"
## [1] "GO:0008584"
## [1] "GO:0008585"
## [1] "GO:0008589"
## [1] "GO:0008593"
## [1] "GO:0008603"
## [1] "GO:0008610"
## [1] "GO:0008625"
## [1] "GO:0008630"
## [1] "GO:0008631"
## [1] "GO:0008635"
## [1] "GO:0008637"
## [1] "GO:0008641"
## [1] "GO:0008643"
## [1] "GO:0008652"
## [1] "GO:0008654"
## [1] "GO:0008656"
## [1] "GO:0008757"
## [1] "GO:0008821"
## [1] "GO:0009048"
## [1] "GO:0009055"
## [1] "GO:0009058"
## [1] "GO:0009060"
## [1] "GO:0009062"
## [1] "GO:0009083"
## [1] "GO:0009086"
## [1] "GO:0009116"
## [1] "GO:0009117"
## [1] "GO:0009143"
## [1] "GO:0009165"
## [1] "GO:0009190"
## [1] "GO:0009267"
## [1] "GO:0009268"
## [1] "GO:0009303"
## [1] "GO:0009306"
## [1] "GO:0009312"
## [1] "GO:0009313"
## [1] "GO:0009314"
## [1] "GO:0009395"
## [1] "GO:0009404"
## [1] "GO:0009408"
## [1] "GO:0009409"
## [1] "GO:0009410"
## [1] "GO:0009411"
## [1] "GO:0009416"
## [1] "GO:0009435"
## [1] "GO:0009451"
## [1] "GO:0009566"
## [1] "GO:0009611"
## [1] "GO:0009612"
## [1] "GO:0009615"
## [1] "GO:0009617"
## [1] "GO:0009636"
## [1] "GO:0009650"
## [1] "GO:0009653"
## [1] "GO:0009725"
## [1] "GO:0009749"
## [1] "GO:0009755"
## [1] "GO:0009791"
## [1] "GO:0009792"
## [1] "GO:0009880"
## [1] "GO:0009887"
## [1] "GO:0009888"
## [1] "GO:0009897"
## [1] "GO:0009898"
## [1] "GO:0009922"
## [1] "GO:0009925"
## [1] "GO:0009948"
## [1] "GO:0009950"
## [1] "GO:0009952"
## [1] "GO:0009953"
## [1] "GO:0009954"
## [1] "GO:0009966"
## [1] "GO:0009967"
## [1] "GO:0009968"
## [1] "GO:0009982"
## [1] "GO:0009987"
## [1] "GO:0010001"
## [1] "GO:0010008"
## [1] "GO:0010033"
## [1] "GO:0010043"
## [1] "GO:0010165"
## [1] "GO:0010172"
## [1] "GO:0010181"
## [1] "GO:0010212"
## [1] "GO:0010216"
## [1] "GO:0010225"
## [1] "GO:0010243"
## [1] "GO:0010259"
## [1] "GO:0010314"
## [1] "GO:0010332"
## [1] "GO:0010369"
## [1] "GO:0010390"
## [1] "GO:0010447"
## [1] "GO:0010457"
## [1] "GO:0010458"
## [1] "GO:0010460"
## [1] "GO:0010466"
## [1] "GO:0010468"
## [1] "GO:0010469"
## [1] "GO:0010470"
## [1] "GO:0010485"
## [1] "GO:0010494"
## [1] "GO:0010498"
## [1] "GO:0010499"
## [1] "GO:0010506"
## [1] "GO:0010507"
## [1] "GO:0010508"
## [1] "GO:0010524"
## [1] "GO:0010564"
## [1] "GO:0010569"
## [1] "GO:0010575"
## [1] "GO:0010592"
## [1] "GO:0010595"
## [1] "GO:0010596"
## [1] "GO:0010608"
## [1] "GO:0010613"
## [1] "GO:0010614"
## [1] "GO:0010628"
## [1] "GO:0010629"
## [1] "GO:0010633"
## [1] "GO:0010634"
## [1] "GO:0010656"
## [1] "GO:0010666"
## [1] "GO:0010667"
## [1] "GO:0010717"
## [1] "GO:0010718"
## [1] "GO:0010719"
## [1] "GO:0010738"
## [1] "GO:0010759"
## [1] "GO:0010761"
## [1] "GO:0010762"
## [1] "GO:0010763"
## [1] "GO:0010765"
## [1] "GO:0010766"
## [1] "GO:0010800"
## [1] "GO:0010801"
## [1] "GO:0010803"
## [1] "GO:0010804"
## [1] "GO:0010807"
## [1] "GO:0010811"
## [1] "GO:0010812"
## [1] "GO:0010820"
## [1] "GO:0010821"
## [1] "GO:0010824"
## [1] "GO:0010831"
## [1] "GO:0010832"
## [1] "GO:0010838"
## [1] "GO:0010839"
## [1] "GO:0010842"
## [1] "GO:0010862"
## [1] "GO:0010867"
## [1] "GO:0010873"
## [1] "GO:0010875"
## [1] "GO:0010880"
## [1] "GO:0010881"
## [1] "GO:0010906"
## [1] "GO:0010917"
## [1] "GO:0010918"
## [1] "GO:0010923"
## [1] "GO:0010941"
## [1] "GO:0010942"
## [1] "GO:0010951"
## [1] "GO:0010954"
## [1] "GO:0010955"
## [1] "GO:0010960"
## [1] "GO:0010971"
## [1] "GO:0010975"
## [1] "GO:0010976"
## [1] "GO:0010977"
## [1] "GO:0012501"
## [1] "GO:0012505"
## [1] "GO:0012506"
## [1] "GO:0014002"
## [1] "GO:0014003"
## [1] "GO:0014032"
## [1] "GO:0014044"
## [1] "GO:0014050"
## [1] "GO:0014059"
## [1] "GO:0014065"
## [1] "GO:0014067"
## [1] "GO:0014068"
## [1] "GO:0014069"
## [1] "GO:0014070"
## [1] "GO:0014704"
## [1] "GO:0014808"
## [1] "GO:0014823"
## [1] "GO:0014824"
## [1] "GO:0014883"
## [1] "GO:0014898"
## [1] "GO:0014902"
## [1] "GO:0014911"
## [1] "GO:0014912"
## [1] "GO:0015012"
## [1] "GO:0015014"
## [1] "GO:0015026"
## [1] "GO:0015030"
## [1] "GO:0015035"
## [1] "GO:0015078"
## [1] "GO:0015095"
## [1] "GO:0015106"
## [1] "GO:0015108"
## [1] "GO:0015116"
## [1] "GO:0015125"
## [1] "GO:0015141"
## [1] "GO:0015171"
## [1] "GO:0015175"
## [1] "GO:0015179"
## [1] "GO:0015181"
## [1] "GO:0015187"
## [1] "GO:0015193"
## [1] "GO:0015248"
## [1] "GO:0015250"
## [1] "GO:0015267"
## [1] "GO:0015269"
## [1] "GO:0015271"
## [1] "GO:0015277"
## [1] "GO:0015278"
## [1] "GO:0015279"
## [1] "GO:0015293"
## [1] "GO:0015297"
## [1] "GO:0015301"
## [1] "GO:0015347"
## [1] "GO:0015379"
## [1] "GO:0015385"
## [1] "GO:0015386"
## [1] "GO:0015459"
## [1] "GO:0015464"
## [1] "GO:0015485"
## [1] "GO:0015629"
## [1] "GO:0015630"
## [1] "GO:0015631"
## [1] "GO:0015643"
## [1] "GO:0015677"
## [1] "GO:0015693"
## [1] "GO:0015701"
## [1] "GO:0015711"
## [1] "GO:0015718"
## [1] "GO:0015721"
## [1] "GO:0015804"
## [1] "GO:0015810"
## [1] "GO:0015813"
## [1] "GO:0015816"
## [1] "GO:0015833"
## [1] "GO:0015908"
## [1] "GO:0015909"
## [1] "GO:0015914"
## [1] "GO:0015934"
## [1] "GO:0015935"
## [1] "GO:0015937"
## [1] "GO:0015986"
## [1] "GO:0015991"
## [1] "GO:0016010"
## [1] "GO:0016012"
## [1] "GO:0016018"
## [1] "GO:0016032"
## [1] "GO:0016042"
## [1] "GO:0016045"
## [1] "GO:0016050"
## [1] "GO:0016055"
## [1] "GO:0016064"
## [1] "GO:0016075"
## [1] "GO:0016079"
## [1] "GO:0016081"
## [1] "GO:0016082"
## [1] "GO:0016125"
## [1] "GO:0016126"
## [1] "GO:0016175"
## [1] "GO:0016176"
## [1] "GO:0016180"
## [1] "GO:0016182"
## [1] "GO:0016188"
## [1] "GO:0016192"
## [1] "GO:0016197"
## [1] "GO:0016208"
## [1] "GO:0016209"
## [1] "GO:0016226"
## [1] "GO:0016233"
## [1] "GO:0016234"
## [1] "GO:0016235"
## [1] "GO:0016236"
## [1] "GO:0016239"
## [1] "GO:0016242"
## [1] "GO:0016251"
## [1] "GO:0016274"
## [1] "GO:0016279"
## [1] "GO:0016281"
## [1] "GO:0016290"
## [1] "GO:0016298"
## [1] "GO:0016303"
## [1] "GO:0016308"
## [1] "GO:0016311"
## [1] "GO:0016322"
## [1] "GO:0016323"
## [1] "GO:0016324"
## [1] "GO:0016327"
## [1] "GO:0016328"
## [1] "GO:0016331"
## [1] "GO:0016339"
## [1] "GO:0016342"
## [1] "GO:0016358"
## [1] "GO:0016363"
## [1] "GO:0016407"
## [1] "GO:0016409"
## [1] "GO:0016442"
## [1] "GO:0016446"
## [1] "GO:0016447"
## [1] "GO:0016459"
## [1] "GO:0016471"
## [1] "GO:0016477"
## [1] "GO:0016485"
## [1] "GO:0016486"
## [1] "GO:0016491"
## [1] "GO:0016493"
## [1] "GO:0016504"
## [1] "GO:0016514"
## [1] "GO:0016525"
## [1] "GO:0016529"
## [1] "GO:0016538"
## [1] "GO:0016540"
## [1] "GO:0016558"
## [1] "GO:0016559"
## [1] "GO:0016567"
## [1] "GO:0016571"
## [1] "GO:0016572"
## [1] "GO:0016573"
## [1] "GO:0016574"
## [1] "GO:0016575"
## [1] "GO:0016578"
## [1] "GO:0016579"
## [1] "GO:0016580"
## [1] "GO:0016581"
## [1] "GO:0016584"
## [1] "GO:0016591"
## [1] "GO:0016592"
## [1] "GO:0016593"
## [1] "GO:0016594"
## [1] "GO:0016595"
## [1] "GO:0016597"
## [1] "GO:0016600"
## [1] "GO:0016601"
## [1] "GO:0016604"
## [1] "GO:0016605"
## [1] "GO:0016607"
## [1] "GO:0016616"
## [1] "GO:0016620"
## [1] "GO:0016627"
## [1] "GO:0016702"
## [1] "GO:0016705"
## [1] "GO:0016706"
## [1] "GO:0016712"
## [1] "GO:0016746"
## [1] "GO:0016747"
## [1] "GO:0016757"
## [1] "GO:0016773"
## [1] "GO:0016779"
## [1] "GO:0016788"
## [1] "GO:0016790"
## [1] "GO:0016791"
## [1] "GO:0016798"
## [1] "GO:0016805"
## [1] "GO:0016810"
## [1] "GO:0016811"
## [1] "GO:0016829"
## [1] "GO:0016831"
## [1] "GO:0016849"
## [1] "GO:0016853"
## [1] "GO:0016874"
## [1] "GO:0016887"
## [1] "GO:0016907"
## [1] "GO:0016918"
## [1] "GO:0016922"
## [1] "GO:0016925"
## [1] "GO:0016926"
## [1] "GO:0016973"
## [1] "GO:0017015"
## [1] "GO:0017016"
## [1] "GO:0017017"
## [1] "GO:0017022"
## [1] "GO:0017025"
## [1] "GO:0017046"
## [1] "GO:0017048"
## [1] "GO:0017049"
## [1] "GO:0017053"
## [1] "GO:0017056"
## [1] "GO:0017069"
## [1] "GO:0017075"
## [1] "GO:0017080"
## [1] "GO:0017101"
## [1] "GO:0017108"
## [1] "GO:0017112"
## [1] "GO:0017119"
## [1] "GO:0017121"
## [1] "GO:0017124"
## [1] "GO:0017127"
## [1] "GO:0017128"
## [1] "GO:0017134"
## [1] "GO:0017137"
## [1] "GO:0017144"
## [1] "GO:0017145"
## [1] "GO:0017146"
## [1] "GO:0017147"
## [1] "GO:0017148"
## [1] "GO:0017154"
## [1] "GO:0017156"
## [1] "GO:0017157"
## [1] "GO:0017158"
## [1] "GO:0017160"
## [1] "GO:0017166"
## [1] "GO:0017171"
## [1] "GO:0017185"
## [1] "GO:0018024"
## [1] "GO:0018095"
## [1] "GO:0018105"
## [1] "GO:0018107"
## [1] "GO:0018108"
## [1] "GO:0018149"
## [1] "GO:0018230"
## [1] "GO:0018279"
## [1] "GO:0018344"
## [1] "GO:0018345"
## [1] "GO:0018401"
## [1] "GO:0019001"
## [1] "GO:0019003"
## [1] "GO:0019005"
## [1] "GO:0019104"
## [1] "GO:0019213"
## [1] "GO:0019215"
## [1] "GO:0019216"
## [1] "GO:0019217"
## [1] "GO:0019221"
## [1] "GO:0019226"
## [1] "GO:0019227"
## [1] "GO:0019228"
## [1] "GO:0019229"
## [1] "GO:0019233"
## [1] "GO:0019367"
## [1] "GO:0019369"
## [1] "GO:0019370"
## [1] "GO:0019395"
## [1] "GO:0019430"
## [1] "GO:0019432"
## [1] "GO:0019433"
## [1] "GO:0019531"
## [1] "GO:0019538"
## [1] "GO:0019706"
## [1] "GO:0019722"
## [1] "GO:0019731"
## [1] "GO:0019752"
## [1] "GO:0019789"
## [1] "GO:0019827"
## [1] "GO:0019838"
## [1] "GO:0019841"
## [1] "GO:0019843"
## [1] "GO:0019869"
## [1] "GO:0019882"
## [1] "GO:0019887"
## [1] "GO:0019888"
## [1] "GO:0019894"
## [1] "GO:0019897"
## [1] "GO:0019898"
## [1] "GO:0019899"
## [1] "GO:0019900"
## [1] "GO:0019902"
## [1] "GO:0019903"
## [1] "GO:0019904"
## [1] "GO:0019905"
## [1] "GO:0019911"
## [1] "GO:0019915"
## [1] "GO:0019919"
## [1] "GO:0019933"
## [1] "GO:0019934"
## [1] "GO:0019941"
## [1] "GO:0019955"
## [1] "GO:0019956"
## [1] "GO:0019957"
## [1] "GO:0019985"
## [1] "GO:0020005"
## [1] "GO:0020037"
## [1] "GO:0021510"
## [1] "GO:0021513"
## [1] "GO:0021517"
## [1] "GO:0021522"
## [1] "GO:0021537"
## [1] "GO:0021542"
## [1] "GO:0021549"
## [1] "GO:0021591"
## [1] "GO:0021670"
## [1] "GO:0021675"
## [1] "GO:0021680"
## [1] "GO:0021702"
## [1] "GO:0021707"
## [1] "GO:0021756"
## [1] "GO:0021766"
## [1] "GO:0021772"
## [1] "GO:0021794"
## [1] "GO:0021795"
## [1] "GO:0021799"
## [1] "GO:0021819"
## [1] "GO:0021846"
## [1] "GO:0021895"
## [1] "GO:0021904"
## [1] "GO:0021915"
## [1] "GO:0021952"
## [1] "GO:0021954"
## [1] "GO:0021955"
## [1] "GO:0021983"
## [1] "GO:0021987"
## [1] "GO:0022008"
## [1] "GO:0022010"
## [1] "GO:0022011"
## [1] "GO:0022027"
## [1] "GO:0022407"
## [1] "GO:0022408"
## [1] "GO:0022409"
## [1] "GO:0022604"
## [1] "GO:0022617"
## [1] "GO:0022624"
## [1] "GO:0022625"
## [1] "GO:0022626"
## [1] "GO:0022627"
## [1] "GO:0022841"
## [1] "GO:0022848"
## [1] "GO:0022851"
## [1] "GO:0022857"
## [1] "GO:0022904"
## [1] "GO:0023014"
## [1] "GO:0023019"
## [1] "GO:0030001"
## [1] "GO:0030007"
## [1] "GO:0030008"
## [1] "GO:0030010"
## [1] "GO:0030014"
## [1] "GO:0030016"
## [1] "GO:0030017"
## [1] "GO:0030018"
## [1] "GO:0030020"
## [1] "GO:0030021"
## [1] "GO:0030027"
## [1] "GO:0030030"
## [1] "GO:0030031"
## [1] "GO:0030032"
## [1] "GO:0030036"
## [1] "GO:0030041"
## [1] "GO:0030042"
## [1] "GO:0030048"
## [1] "GO:0030056"
## [1] "GO:0030057"
## [1] "GO:0030061"
## [1] "GO:0030073"
## [1] "GO:0030097"
## [1] "GO:0030098"
## [1] "GO:0030099"
## [1] "GO:0030100"
## [1] "GO:0030111"
## [1] "GO:0030117"
## [1] "GO:0030122"
## [1] "GO:0030123"
## [1] "GO:0030126"
## [1] "GO:0030127"
## [1] "GO:0030131"
## [1] "GO:0030133"
## [1] "GO:0030134"
## [1] "GO:0030136"
## [1] "GO:0030137"
## [1] "GO:0030139"
## [1] "GO:0030140"
## [1] "GO:0030141"
## [1] "GO:0030145"
## [1] "GO:0030148"
## [1] "GO:0030150"
## [1] "GO:0030155"
## [1] "GO:0030159"
## [1] "GO:0030162"
## [1] "GO:0030163"
## [1] "GO:0030165"
## [1] "GO:0030166"
## [1] "GO:0030168"
## [1] "GO:0030169"
## [1] "GO:0030170"
## [1] "GO:0030173"
## [1] "GO:0030175"
## [1] "GO:0030176"
## [1] "GO:0030177"
## [1] "GO:0030178"
## [1] "GO:0030182"
## [1] "GO:0030183"
## [1] "GO:0030194"
## [1] "GO:0030195"
## [1] "GO:0030198"
## [1] "GO:0030199"
## [1] "GO:0030206"
## [1] "GO:0030213"
## [1] "GO:0030215"
## [1] "GO:0030216"
## [1] "GO:0030217"
## [1] "GO:0030218"
## [1] "GO:0030220"
## [1] "GO:0030224"
## [1] "GO:0030225"
## [1] "GO:0030234"
## [1] "GO:0030238"
## [1] "GO:0030239"
## [1] "GO:0030240"
## [1] "GO:0030246"
## [1] "GO:0030247"
## [1] "GO:0030259"
## [1] "GO:0030261"
## [1] "GO:0030276"
## [1] "GO:0030278"
## [1] "GO:0030279"
## [1] "GO:0030282"
## [1] "GO:0030285"
## [1] "GO:0030286"
## [1] "GO:0030295"
## [1] "GO:0030301"
## [1] "GO:0030306"
## [1] "GO:0030307"
## [1] "GO:0030308"
## [1] "GO:0030314"
## [1] "GO:0030315"
## [1] "GO:0030316"
## [1] "GO:0030317"
## [1] "GO:0030318"
## [1] "GO:0030322"
## [1] "GO:0030324"
## [1] "GO:0030325"
## [1] "GO:0030326"
## [1] "GO:0030330"
## [1] "GO:0030331"
## [1] "GO:0030332"
## [1] "GO:0030334"
## [1] "GO:0030335"
## [1] "GO:0030336"
## [1] "GO:0030371"
## [1] "GO:0030374"
## [1] "GO:0030388"
## [1] "GO:0030414"
## [1] "GO:0030424"
## [1] "GO:0030426"
## [1] "GO:0030431"
## [1] "GO:0030433"
## [1] "GO:0030449"
## [1] "GO:0030479"
## [1] "GO:0030488"
## [1] "GO:0030490"
## [1] "GO:0030496"
## [1] "GO:0030500"
## [1] "GO:0030501"
## [1] "GO:0030502"
## [1] "GO:0030506"
## [1] "GO:0030507"
## [1] "GO:0030509"
## [1] "GO:0030511"
## [1] "GO:0030512"
## [1] "GO:0030513"
## [1] "GO:0030514"
## [1] "GO:0030515"
## [1] "GO:0030516"
## [1] "GO:0030517"
## [1] "GO:0030520"
## [1] "GO:0030521"
## [1] "GO:0030534"
## [1] "GO:0030539"
## [1] "GO:0030544"
## [1] "GO:0030550"
## [1] "GO:0030552"
## [1] "GO:0030553"
## [1] "GO:0030574"
## [1] "GO:0030593"
## [1] "GO:0030594"
## [1] "GO:0030595"
## [1] "GO:0030659"
## [1] "GO:0030660"
## [1] "GO:0030667"
## [1] "GO:0030672"
## [1] "GO:0030673"
## [1] "GO:0030674"
## [1] "GO:0030676"
## [1] "GO:0030681"
## [1] "GO:0030687"
## [1] "GO:0030688"
## [1] "GO:0030695"
## [1] "GO:0030705"
## [1] "GO:0030742"
## [1] "GO:0030833"
## [1] "GO:0030836"
## [1] "GO:0030837"
## [1] "GO:0030838"
## [1] "GO:0030855"
## [1] "GO:0030863"
## [1] "GO:0030864"
## [1] "GO:0030866"
## [1] "GO:0030877"
## [1] "GO:0030878"
## [1] "GO:0030879"
## [1] "GO:0030889"
## [1] "GO:0030890"
## [1] "GO:0030893"
## [1] "GO:0030897"
## [1] "GO:0030898"
## [1] "GO:0030900"
## [1] "GO:0030901"
## [1] "GO:0030902"
## [1] "GO:0030903"
## [1] "GO:0030904"
## [1] "GO:0030914"
## [1] "GO:0030948"
## [1] "GO:0030949"
## [1] "GO:0030950"
## [1] "GO:0030953"
## [1] "GO:0030955"
## [1] "GO:0030968"
## [1] "GO:0030970"
## [1] "GO:0030971"
## [1] "GO:0030983"
## [1] "GO:0030991"
## [1] "GO:0030992"
## [1] "GO:0031005"
## [1] "GO:0031011"
## [1] "GO:0031012"
## [1] "GO:0031016"
## [1] "GO:0031018"
## [1] "GO:0031023"
## [1] "GO:0031032"
## [1] "GO:0031045"
## [1] "GO:0031047"
## [1] "GO:0031054"
## [1] "GO:0031065"
## [1] "GO:0031069"
## [1] "GO:0031072"
## [1] "GO:0031076"
## [1] "GO:0031080"
## [1] "GO:0031083"
## [1] "GO:0031091"
## [1] "GO:0031098"
## [1] "GO:0031100"
## [1] "GO:0031103"
## [1] "GO:0031105"
## [1] "GO:0031110"
## [1] "GO:0031113"
## [1] "GO:0031115"
## [1] "GO:0031116"
## [1] "GO:0031122"
## [1] "GO:0031143"
## [1] "GO:0031145"
## [1] "GO:0031146"
## [1] "GO:0031167"
## [1] "GO:0031175"
## [1] "GO:0031201"
## [1] "GO:0031209"
## [1] "GO:0031210"
## [1] "GO:0031214"
## [1] "GO:0031224"
## [1] "GO:0031225"
## [1] "GO:0031226"
## [1] "GO:0031227"
## [1] "GO:0031234"
## [1] "GO:0031252"
## [1] "GO:0031253"
## [1] "GO:0031267"
## [1] "GO:0031274"
## [1] "GO:0031290"
## [1] "GO:0031295"
## [1] "GO:0031297"
## [1] "GO:0031301"
## [1] "GO:0031305"
## [1] "GO:0031307"
## [1] "GO:0031333"
## [1] "GO:0031334"
## [1] "GO:0031340"
## [1] "GO:0031362"
## [1] "GO:0031369"
## [1] "GO:0031386"
## [1] "GO:0031396"
## [1] "GO:0031397"
## [1] "GO:0031398"
## [1] "GO:0031402"
## [1] "GO:0031404"
## [1] "GO:0031406"
## [1] "GO:0031418"
## [1] "GO:0031424"
## [1] "GO:0031430"
## [1] "GO:0031432"
## [1] "GO:0031434"
## [1] "GO:0031435"
## [1] "GO:0031461"
## [1] "GO:0031462"
## [1] "GO:0031463"
## [1] "GO:0031464"
## [1] "GO:0031489"
## [1] "GO:0031490"
## [1] "GO:0031491"
## [1] "GO:0031492"
## [1] "GO:0031514"
## [1] "GO:0031519"
## [1] "GO:0031526"
## [1] "GO:0031527"
## [1] "GO:0031528"
## [1] "GO:0031529"
## [1] "GO:0031532"
## [1] "GO:0031571"
## [1] "GO:0031573"
## [1] "GO:0031588"
## [1] "GO:0031589"
## [1] "GO:0031593"
## [1] "GO:0031594"
## [1] "GO:0031597"
## [1] "GO:0031616"
## [1] "GO:0031623"
## [1] "GO:0031624"
## [1] "GO:0031625"
## [1] "GO:0031629"
## [1] "GO:0031630"
## [1] "GO:0031638"
## [1] "GO:0031639"
## [1] "GO:0031640"
## [1] "GO:0031641"
## [1] "GO:0031642"
## [1] "GO:0031643"
## [1] "GO:0031647"
## [1] "GO:0031648"
## [1] "GO:0031663"
## [1] "GO:0031666"
## [1] "GO:0031667"
## [1] "GO:0031668"
## [1] "GO:0031669"
## [1] "GO:0031672"
## [1] "GO:0031674"
## [1] "GO:0031680"
## [1] "GO:0031681"
## [1] "GO:0031683"
## [1] "GO:0031748"
## [1] "GO:0031848"
## [1] "GO:0031901"
## [1] "GO:0031902"
## [1] "GO:0031915"
## [1] "GO:0031929"
## [1] "GO:0031931"
## [1] "GO:0031932"
## [1] "GO:0031941"
## [1] "GO:0031952"
## [1] "GO:0031953"
## [1] "GO:0031954"
## [1] "GO:0031957"
## [1] "GO:0031965"
## [1] "GO:0031966"
## [1] "GO:0031982"
## [1] "GO:0031985"
## [1] "GO:0031994"
## [1] "GO:0031995"
## [1] "GO:0031996"
## [1] "GO:0032000"
## [1] "GO:0032006"
## [1] "GO:0032007"
## [1] "GO:0032008"
## [1] "GO:0032009"
## [1] "GO:0032012"
## [1] "GO:0032020"
## [1] "GO:0032024"
## [1] "GO:0032039"
## [1] "GO:0032040"
## [1] "GO:0032041"
## [1] "GO:0032045"
## [1] "GO:0032050"
## [1] "GO:0032051"
## [1] "GO:0032060"
## [1] "GO:0032088"
## [1] "GO:0032091"
## [1] "GO:0032092"
## [1] "GO:0032094"
## [1] "GO:0032099"
## [1] "GO:0032147"
## [1] "GO:0032148"
## [1] "GO:0032154"
## [1] "GO:0032183"
## [1] "GO:0032204"
## [1] "GO:0032206"
## [1] "GO:0032211"
## [1] "GO:0032212"
## [1] "GO:0032228"
## [1] "GO:0032230"
## [1] "GO:0032233"
## [1] "GO:0032259"
## [1] "GO:0032266"
## [1] "GO:0032270"
## [1] "GO:0032279"
## [1] "GO:0032281"
## [1] "GO:0032300"
## [1] "GO:0032331"
## [1] "GO:0032332"
## [1] "GO:0032355"
## [1] "GO:0032367"
## [1] "GO:0032391"
## [1] "GO:0032402"
## [1] "GO:0032418"
## [1] "GO:0032420"
## [1] "GO:0032421"
## [1] "GO:0032426"
## [1] "GO:0032433"
## [1] "GO:0032434"
## [1] "GO:0032435"
## [1] "GO:0032436"
## [1] "GO:0032437"
## [1] "GO:0032438"
## [1] "GO:0032446"
## [1] "GO:0032452"
## [1] "GO:0032454"
## [1] "GO:0032456"
## [1] "GO:0032461"
## [1] "GO:0032463"
## [1] "GO:0032465"
## [1] "GO:0032467"
## [1] "GO:0032469"
## [1] "GO:0032481"
## [1] "GO:0032482"
## [1] "GO:0032486"
## [1] "GO:0032495"
## [1] "GO:0032496"
## [1] "GO:0032502"
## [1] "GO:0032508"
## [1] "GO:0032509"
## [1] "GO:0032515"
## [1] "GO:0032516"
## [1] "GO:0032525"
## [1] "GO:0032526"
## [1] "GO:0032543"
## [1] "GO:0032570"
## [1] "GO:0032580"
## [1] "GO:0032587"
## [1] "GO:0032588"
## [1] "GO:0032590"
## [1] "GO:0032591"
## [1] "GO:0032593"
## [1] "GO:0032680"
## [1] "GO:0032688"
## [1] "GO:0032689"
## [1] "GO:0032691"
## [1] "GO:0032695"
## [1] "GO:0032703"
## [1] "GO:0032715"
## [1] "GO:0032720"
## [1] "GO:0032722"
## [1] "GO:0032727"
## [1] "GO:0032728"
## [1] "GO:0032729"
## [1] "GO:0032731"
## [1] "GO:0032733"
## [1] "GO:0032735"
## [1] "GO:0032743"
## [1] "GO:0032753"
## [1] "GO:0032755"
## [1] "GO:0032757"
## [1] "GO:0032760"
## [1] "GO:0032780"
## [1] "GO:0032781"
## [1] "GO:0032786"
## [1] "GO:0032790"
## [1] "GO:0032793"
## [1] "GO:0032794"
## [1] "GO:0032797"
## [1] "GO:0032801"
## [1] "GO:0032809"
## [1] "GO:0032825"
## [1] "GO:0032836"
## [1] "GO:0032839"
## [1] "GO:0032868"
## [1] "GO:0032869"
## [1] "GO:0032870"
## [1] "GO:0032874"
## [1] "GO:0032880"
## [1] "GO:0032886"
## [1] "GO:0032896"
## [1] "GO:0032897"
## [1] "GO:0032922"
## [1] "GO:0032924"
## [1] "GO:0032930"
## [1] "GO:0032933"
## [1] "GO:0032934"
## [1] "GO:0032940"
## [1] "GO:0032956"
## [1] "GO:0032959"
## [1] "GO:0032963"
## [1] "GO:0032966"
## [1] "GO:0032967"
## [1] "GO:0032968"
## [1] "GO:0032981"
## [1] "GO:0032983"
## [1] "GO:0032993"
## [1] "GO:0033017"
## [1] "GO:0033077"
## [1] "GO:0033120"
## [1] "GO:0033129"
## [1] "GO:0033130"
## [1] "GO:0033137"
## [1] "GO:0033138"
## [1] "GO:0033147"
## [1] "GO:0033148"
## [1] "GO:0033151"
## [1] "GO:0033169"
## [1] "GO:0033173"
## [1] "GO:0033192"
## [1] "GO:0033198"
## [1] "GO:0033204"
## [1] "GO:0033209"
## [1] "GO:0033210"
## [1] "GO:0033211"
## [1] "GO:0033235"
## [1] "GO:0033268"
## [1] "GO:0033270"
## [1] "GO:0033276"
## [1] "GO:0033314"
## [1] "GO:0033327"
## [1] "GO:0033344"
## [1] "GO:0033365"
## [1] "GO:0033391"
## [1] "GO:0033523"
## [1] "GO:0033539"
## [1] "GO:0033558"
## [1] "GO:0033572"
## [1] "GO:0033588"
## [1] "GO:0033598"
## [1] "GO:0033603"
## [1] "GO:0033613"
## [1] "GO:0033617"
## [1] "GO:0033619"
## [1] "GO:0033622"
## [1] "GO:0033627"
## [1] "GO:0033628"
## [1] "GO:0033630"
## [1] "GO:0033673"
## [1] "GO:0033674"
## [1] "GO:0033689"
## [1] "GO:0033690"
## [1] "GO:0033700"
## [1] "GO:0033962"
## [1] "GO:0033993"
## [1] "GO:0034045"
## [1] "GO:0034058"
## [1] "GO:0034063"
## [1] "GO:0034067"
## [1] "GO:0034097"
## [1] "GO:0034098"
## [1] "GO:0034101"
## [1] "GO:0034113"
## [1] "GO:0034116"
## [1] "GO:0034122"
## [1] "GO:0034138"
## [1] "GO:0034142"
## [1] "GO:0034145"
## [1] "GO:0034185"
## [1] "GO:0034198"
## [1] "GO:0034214"
## [1] "GO:0034220"
## [1] "GO:0034236"
## [1] "GO:0034237"
## [1] "GO:0034244"
## [1] "GO:0034260"
## [1] "GO:0034314"
## [1] "GO:0034332"
## [1] "GO:0034341"
## [1] "GO:0034361"
## [1] "GO:0034362"
## [1] "GO:0034364"
## [1] "GO:0034372"
## [1] "GO:0034375"
## [1] "GO:0034380"
## [1] "GO:0034383"
## [1] "GO:0034389"
## [1] "GO:0034394"
## [1] "GO:0034399"
## [1] "GO:0034446"
## [1] "GO:0034450"
## [1] "GO:0034451"
## [1] "GO:0034452"
## [1] "GO:0034453"
## [1] "GO:0034454"
## [1] "GO:0034459"
## [1] "GO:0034464"
## [1] "GO:0034483"
## [1] "GO:0034497"
## [1] "GO:0034501"
## [1] "GO:0034504"
## [1] "GO:0034587"
## [1] "GO:0034599"
## [1] "GO:0034605"
## [1] "GO:0034612"
## [1] "GO:0034613"
## [1] "GO:0034614"
## [1] "GO:0034620"
## [1] "GO:0034622"
## [1] "GO:0034626"
## [1] "GO:0034629"
## [1] "GO:0034644"
## [1] "GO:0034663"
## [1] "GO:0034702"
## [1] "GO:0034703"
## [1] "GO:0034704"
## [1] "GO:0034705"
## [1] "GO:0034707"
## [1] "GO:0034709"
## [1] "GO:0034713"
## [1] "GO:0034719"
## [1] "GO:0034720"
## [1] "GO:0034765"
## [1] "GO:0034968"
## [1] "GO:0034969"
## [1] "GO:0034975"
## [1] "GO:0034976"
## [1] "GO:0034982"
## [1] "GO:0034993"
## [1] "GO:0035019"
## [1] "GO:0035023"
## [1] "GO:0035024"
## [1] "GO:0035025"
## [1] "GO:0035035"
## [1] "GO:0035050"
## [1] "GO:0035064"
## [1] "GO:0035066"
## [1] "GO:0035067"
## [1] "GO:0035068"
## [1] "GO:0035082"
## [1] "GO:0035091"
## [1] "GO:0035094"
## [1] "GO:0035095"
## [1] "GO:0035097"
## [1] "GO:0035098"
## [1] "GO:0035102"
## [1] "GO:0035108"
## [1] "GO:0035115"
## [1] "GO:0035116"
## [1] "GO:0035136"
## [1] "GO:0035137"
## [1] "GO:0035145"
## [1] "GO:0035148"
## [1] "GO:0035162"
## [1] "GO:0035176"
## [1] "GO:0035195"
## [1] "GO:0035196"
## [1] "GO:0035198"
## [1] "GO:0035234"
## [1] "GO:0035235"
## [1] "GO:0035240"
## [1] "GO:0035242"
## [1] "GO:0035249"
## [1] "GO:0035253"
## [1] "GO:0035254"
## [1] "GO:0035255"
## [1] "GO:0035257"
## [1] "GO:0035259"
## [1] "GO:0035264"
## [1] "GO:0035265"
## [1] "GO:0035267"
## [1] "GO:0035269"
## [1] "GO:0035278"
## [1] "GO:0035307"
## [1] "GO:0035308"
## [1] "GO:0035326"
## [1] "GO:0035327"
## [1] "GO:0035329"
## [1] "GO:0035331"
## [1] "GO:0035335"
## [1] "GO:0035371"
## [1] "GO:0035372"
## [1] "GO:0035418"
## [1] "GO:0035435"
## [1] "GO:0035455"
## [1] "GO:0035456"
## [1] "GO:0035457"
## [1] "GO:0035458"
## [1] "GO:0035493"
## [1] "GO:0035497"
## [1] "GO:0035518"
## [1] "GO:0035556"
## [1] "GO:0035563"
## [1] "GO:0035567"
## [1] "GO:0035584"
## [1] "GO:0035591"
## [1] "GO:0035612"
## [1] "GO:0035613"
## [1] "GO:0035615"
## [1] "GO:0035631"
## [1] "GO:0035634"
## [1] "GO:0035640"
## [1] "GO:0035641"
## [1] "GO:0035646"
## [1] "GO:0035686"
## [1] "GO:0035690"
## [1] "GO:0035721"
## [1] "GO:0035725"
## [1] "GO:0035729"
## [1] "GO:0035770"
## [1] "GO:0035774"
## [1] "GO:0035810"
## [1] "GO:0035815"
## [1] "GO:0035845"
## [1] "GO:0035855"
## [1] "GO:0035861"
## [1] "GO:0035869"
## [1] "GO:0035871"
## [1] "GO:0035904"
## [1] "GO:0035909"
## [1] "GO:0035914"
## [1] "GO:0035924"
## [1] "GO:0035925"
## [1] "GO:0035970"
## [1] "GO:0035987"
## [1] "GO:0035994"
## [1] "GO:0035999"
## [1] "GO:0036002"
## [1] "GO:0036038"
## [1] "GO:0036064"
## [1] "GO:0036065"
## [1] "GO:0036066"
## [1] "GO:0036092"
## [1] "GO:0036120"
## [1] "GO:0036126"
## [1] "GO:0036158"
## [1] "GO:0036159"
## [1] "GO:0036297"
## [1] "GO:0036312"
## [1] "GO:0036342"
## [1] "GO:0036353"
## [1] "GO:0036376"
## [1] "GO:0036396"
## [1] "GO:0036444"
## [1] "GO:0036449"
## [1] "GO:0036459"
## [1] "GO:0036464"
## [1] "GO:0036477"
## [1] "GO:0036503"
## [1] "GO:0036513"
## [1] "GO:0038023"
## [1] "GO:0038024"
## [1] "GO:0038063"
## [1] "GO:0038083"
## [1] "GO:0038084"
## [1] "GO:0038092"
## [1] "GO:0038180"
## [1] "GO:0038191"
## [1] "GO:0040008"
## [1] "GO:0040011"
## [1] "GO:0040014"
## [1] "GO:0040015"
## [1] "GO:0040018"
## [1] "GO:0040029"
## [1] "GO:0040037"
## [1] "GO:0042026"
## [1] "GO:0042043"
## [1] "GO:0042054"
## [1] "GO:0042056"
## [1] "GO:0042059"
## [1] "GO:0042060"
## [1] "GO:0042073"
## [1] "GO:0042098"
## [1] "GO:0042100"
## [1] "GO:0042102"
## [1] "GO:0042104"
## [1] "GO:0042110"
## [1] "GO:0042113"
## [1] "GO:0042127"
## [1] "GO:0042129"
## [1] "GO:0042130"
## [1] "GO:0042135"
## [1] "GO:0042136"
## [1] "GO:0042147"
## [1] "GO:0042149"
## [1] "GO:0042157"
## [1] "GO:0042162"
## [1] "GO:0042165"
## [1] "GO:0042166"
## [1] "GO:0042169"
## [1] "GO:0042176"
## [1] "GO:0042177"
## [1] "GO:0042178"
## [1] "GO:0042220"
## [1] "GO:0042246"
## [1] "GO:0042254"
## [1] "GO:0042273"
## [1] "GO:0042274"
## [1] "GO:0042277"
## [1] "GO:0042288"
## [1] "GO:0042301"
## [1] "GO:0042307"
## [1] "GO:0042308"
## [1] "GO:0042310"
## [1] "GO:0042311"
## [1] "GO:0042325"
## [1] "GO:0042326"
## [1] "GO:0042327"
## [1] "GO:0042383"
## [1] "GO:0042391"
## [1] "GO:0042393"
## [1] "GO:0042403"
## [1] "GO:0042405"
## [1] "GO:0042407"
## [1] "GO:0042416"
## [1] "GO:0042417"
## [1] "GO:0042421"
## [1] "GO:0042438"
## [1] "GO:0042445"
## [1] "GO:0042462"
## [1] "GO:0042470"
## [1] "GO:0042472"
## [1] "GO:0042474"
## [1] "GO:0042475"
## [1] "GO:0042476"
## [1] "GO:0042491"
## [1] "GO:0042493"
## [1] "GO:0042531"
## [1] "GO:0042532"
## [1] "GO:0042535"
## [1] "GO:0042542"
## [1] "GO:0042551"
## [1] "GO:0042552"
## [1] "GO:0042554"
## [1] "GO:0042555"
## [1] "GO:0042562"
## [1] "GO:0042572"
## [1] "GO:0042573"
## [1] "GO:0042574"
## [1] "GO:0042581"
## [1] "GO:0042589"
## [1] "GO:0042593"
## [1] "GO:0042594"
## [1] "GO:0042609"
## [1] "GO:0042622"
## [1] "GO:0042623"
## [1] "GO:0042626"
## [1] "GO:0042627"
## [1] "GO:0042632"
## [1] "GO:0042641"
## [1] "GO:0042645"
## [1] "GO:0042692"
## [1] "GO:0042711"
## [1] "GO:0042730"
## [1] "GO:0042733"
## [1] "GO:0042734"
## [1] "GO:0042738"
## [1] "GO:0042742"
## [1] "GO:0042744"
## [1] "GO:0042752"
## [1] "GO:0042753"
## [1] "GO:0042754"
## [1] "GO:0042755"
## [1] "GO:0042760"
## [1] "GO:0042761"
## [1] "GO:0042765"
## [1] "GO:0042770"
## [1] "GO:0042771"
## [1] "GO:0042775"
## [1] "GO:0042788"
## [1] "GO:0042789"
## [1] "GO:0042800"
## [1] "GO:0042805"
## [1] "GO:0042813"
## [1] "GO:0042826"
## [1] "GO:0042832"
## [1] "GO:0042834"
## [1] "GO:0042923"
## [1] "GO:0042953"
## [1] "GO:0042974"
## [1] "GO:0042975"
## [1] "GO:0042981"
## [1] "GO:0042982"
## [1] "GO:0042989"
## [1] "GO:0042994"
## [1] "GO:0043001"
## [1] "GO:0043008"
## [1] "GO:0043010"
## [1] "GO:0043011"
## [1] "GO:0043014"
## [1] "GO:0043015"
## [1] "GO:0043020"
## [1] "GO:0043021"
## [1] "GO:0043022"
## [1] "GO:0043023"
## [1] "GO:0043024"
## [1] "GO:0043027"
## [1] "GO:0043029"
## [1] "GO:0043030"
## [1] "GO:0043032"
## [1] "GO:0043034"
## [1] "GO:0043039"
## [1] "GO:0043044"
## [1] "GO:0043046"
## [1] "GO:0043065"
## [1] "GO:0043069"
## [1] "GO:0043083"
## [1] "GO:0043085"
## [1] "GO:0043086"
## [1] "GO:0043087"
## [1] "GO:0043113"
## [1] "GO:0043116"
## [1] "GO:0043117"
## [1] "GO:0043122"
## [1] "GO:0043123"
## [1] "GO:0043124"
## [1] "GO:0043129"
## [1] "GO:0043130"
## [1] "GO:0043140"
## [1] "GO:0043142"
## [1] "GO:0043149"
## [1] "GO:0043153"
## [1] "GO:0043154"
## [1] "GO:0043161"
## [1] "GO:0043162"
## [1] "GO:0043169"
## [1] "GO:0043171"
## [1] "GO:0043184"
## [1] "GO:0043186"
## [1] "GO:0043194"
## [1] "GO:0043195"
## [1] "GO:0043196"
## [1] "GO:0043197"
## [1] "GO:0043198"
## [1] "GO:0043200"
## [1] "GO:0043203"
## [1] "GO:0043204"
## [1] "GO:0043209"
## [1] "GO:0043220"
## [1] "GO:0043229"
## [1] "GO:0043235"
## [1] "GO:0043236"
## [1] "GO:0043240"
## [1] "GO:0043248"
## [1] "GO:0043249"
## [1] "GO:0043252"
## [1] "GO:0043254"
## [1] "GO:0043267"
## [1] "GO:0043268"
## [1] "GO:0043274"
## [1] "GO:0043276"
## [1] "GO:0043277"
## [1] "GO:0043278"
## [1] "GO:0043280"
## [1] "GO:0043292"
## [1] "GO:0043295"
## [1] "GO:0043296"
## [1] "GO:0043297"
## [1] "GO:0043306"
## [1] "GO:0043325"
## [1] "GO:0043330"
## [1] "GO:0043388"
## [1] "GO:0043392"
## [1] "GO:0043393"
## [1] "GO:0043394"
## [1] "GO:0043395"
## [1] "GO:0043403"
## [1] "GO:0043405"
## [1] "GO:0043406"
## [1] "GO:0043407"
## [1] "GO:0043408"
## [1] "GO:0043409"
## [1] "GO:0043410"
## [1] "GO:0043422"
## [1] "GO:0043425"
## [1] "GO:0043433"
## [1] "GO:0043434"
## [1] "GO:0043473"
## [1] "GO:0043484"
## [1] "GO:0043486"
## [1] "GO:0043488"
## [1] "GO:0043491"
## [1] "GO:0043495"
## [1] "GO:0043497"
## [1] "GO:0043507"
## [1] "GO:0043508"
## [1] "GO:0043517"
## [1] "GO:0043518"
## [1] "GO:0043523"
## [1] "GO:0043524"
## [1] "GO:0043525"
## [1] "GO:0043531"
## [1] "GO:0043536"
## [1] "GO:0043537"
## [1] "GO:0043539"
## [1] "GO:0043542"
## [1] "GO:0043547"
## [1] "GO:0043548"
## [1] "GO:0043552"
## [1] "GO:0043560"
## [1] "GO:0043583"
## [1] "GO:0043588"
## [1] "GO:0043589"
## [1] "GO:0043596"
## [1] "GO:0043621"
## [1] "GO:0043627"
## [1] "GO:0043652"
## [1] "GO:0043653"
## [1] "GO:0043666"
## [1] "GO:0043679"
## [1] "GO:0043691"
## [1] "GO:0043923"
## [1] "GO:0043928"
## [1] "GO:0043931"
## [1] "GO:0043950"
## [1] "GO:0043951"
## [1] "GO:0043966"
## [1] "GO:0043967"
## [1] "GO:0043968"
## [1] "GO:0043981"
## [1] "GO:0043982"
## [1] "GO:0043984"
## [1] "GO:0043995"
## [1] "GO:0043996"
## [1] "GO:0044030"
## [1] "GO:0044130"
## [1] "GO:0044183"
## [1] "GO:0044212"
## [1] "GO:0044224"
## [1] "GO:0044233"
## [1] "GO:0044237"
## [1] "GO:0044255"
## [1] "GO:0044257"
## [1] "GO:0044267"
## [1] "GO:0044291"
## [1] "GO:0044294"
## [1] "GO:0044295"
## [1] "GO:0044297"
## [1] "GO:0044305"
## [1] "GO:0044306"
## [1] "GO:0044309"
## [1] "GO:0044319"
## [1] "GO:0044321"
## [1] "GO:0044325"
## [1] "GO:0044327"
## [1] "GO:0044331"
## [1] "GO:0044342"
## [1] "GO:0044344"
## [1] "GO:0044389"
## [1] "GO:0044458"
## [1] "GO:0044539"
## [1] "GO:0044548"
## [1] "GO:0044615"
## [1] "GO:0044666"
## [1] "GO:0044754"
## [1] "GO:0044772"
## [1] "GO:0044782"
## [1] "GO:0044798"
## [1] "GO:0044806"
## [1] "GO:0044853"
## [1] "GO:0044877"
## [1] "GO:0045019"
## [1] "GO:0045022"
## [1] "GO:0045039"
## [1] "GO:0045047"
## [1] "GO:0045055"
## [1] "GO:0045056"
## [1] "GO:0045059"
## [1] "GO:0045060"
## [1] "GO:0045070"
## [1] "GO:0045071"
## [1] "GO:0045080"
## [1] "GO:0045086"
## [1] "GO:0045087"
## [1] "GO:0045088"
## [1] "GO:0045089"
## [1] "GO:0045095"
## [1] "GO:0045104"
## [1] "GO:0045109"
## [1] "GO:0045111"
## [1] "GO:0045116"
## [1] "GO:0045120"
## [1] "GO:0045121"
## [1] "GO:0045165"
## [1] "GO:0045171"
## [1] "GO:0045176"
## [1] "GO:0045177"
## [1] "GO:0045178"
## [1] "GO:0045180"
## [1] "GO:0045182"
## [1] "GO:0045184"
## [1] "GO:0045190"
## [1] "GO:0045197"
## [1] "GO:0045198"
## [1] "GO:0045211"
## [1] "GO:0045214"
## [1] "GO:0045216"
## [1] "GO:0045292"
## [1] "GO:0045294"
## [1] "GO:0045295"
## [1] "GO:0045296"
## [1] "GO:0045332"
## [1] "GO:0045333"
## [1] "GO:0045334"
## [1] "GO:0045335"
## [1] "GO:0045410"
## [1] "GO:0045429"
## [1] "GO:0045444"
## [1] "GO:0045445"
## [1] "GO:0045453"
## [1] "GO:0045454"
## [1] "GO:0045471"
## [1] "GO:0045475"
## [1] "GO:0045494"
## [1] "GO:0045499"
## [1] "GO:0045503"
## [1] "GO:0045504"
## [1] "GO:0045505"
## [1] "GO:0045576"
## [1] "GO:0045579"
## [1] "GO:0045580"
## [1] "GO:0045582"
## [1] "GO:0045595"
## [1] "GO:0045596"
## [1] "GO:0045597"
## [1] "GO:0045598"
## [1] "GO:0045599"
## [1] "GO:0045600"
## [1] "GO:0045618"
## [1] "GO:0045638"
## [1] "GO:0045647"
## [1] "GO:0045648"
## [1] "GO:0045651"
## [1] "GO:0045653"
## [1] "GO:0045662"
## [1] "GO:0045663"
## [1] "GO:0045664"
## [1] "GO:0045665"
## [1] "GO:0045666"
## [1] "GO:0045667"
## [1] "GO:0045668"
## [1] "GO:0045669"
## [1] "GO:0045670"
## [1] "GO:0045671"
## [1] "GO:0045672"
## [1] "GO:0045717"
## [1] "GO:0045721"
## [1] "GO:0045722"
## [1] "GO:0045723"
## [1] "GO:0045724"
## [1] "GO:0045725"
## [1] "GO:0045727"
## [1] "GO:0045730"
## [1] "GO:0045732"
## [1] "GO:0045736"
## [1] "GO:0045737"
## [1] "GO:0045739"
## [1] "GO:0045740"
## [1] "GO:0045742"
## [1] "GO:0045744"
## [1] "GO:0045745"
## [1] "GO:0045746"
## [1] "GO:0045747"
## [1] "GO:0045762"
## [1] "GO:0045765"
## [1] "GO:0045766"
## [1] "GO:0045773"
## [1] "GO:0045776"
## [1] "GO:0045777"
## [1] "GO:0045778"
## [1] "GO:0045779"
## [1] "GO:0045780"
## [1] "GO:0045785"
## [1] "GO:0045786"
## [1] "GO:0045787"
## [1] "GO:0045792"
## [1] "GO:0045793"
## [1] "GO:0045794"
## [1] "GO:0045806"
## [1] "GO:0045807"
## [1] "GO:0045814"
## [1] "GO:0045820"
## [1] "GO:0045821"
## [1] "GO:0045822"
## [1] "GO:0045824"
## [1] "GO:0045840"
## [1] "GO:0045859"
## [1] "GO:0045860"
## [1] "GO:0045861"
## [1] "GO:0045862"
## [1] "GO:0045869"
## [1] "GO:0045879"
## [1] "GO:0045880"
## [1] "GO:0045899"
## [1] "GO:0045907"
## [1] "GO:0045910"
## [1] "GO:0045921"
## [1] "GO:0045930"
## [1] "GO:0045931"
## [1] "GO:0045943"
## [1] "GO:0045947"
## [1] "GO:0045948"
## [1] "GO:0045954"
## [1] "GO:0045956"
## [1] "GO:0045986"
## [1] "GO:0045987"
## [1] "GO:0045995"
## [1] "GO:0046034"
## [1] "GO:0046039"
## [1] "GO:0046085"
## [1] "GO:0046321"
## [1] "GO:0046325"
## [1] "GO:0046326"
## [1] "GO:0046328"
## [1] "GO:0046329"
## [1] "GO:0046330"
## [1] "GO:0046332"
## [1] "GO:0046339"
## [1] "GO:0046426"
## [1] "GO:0046427"
## [1] "GO:0046464"
## [1] "GO:0046470"
## [1] "GO:0046475"
## [1] "GO:0046486"
## [1] "GO:0046488"
## [1] "GO:0046512"
## [1] "GO:0046513"
## [1] "GO:0046514"
## [1] "GO:0046540"
## [1] "GO:0046548"
## [1] "GO:0046579"
## [1] "GO:0046580"
## [1] "GO:0046581"
## [1] "GO:0046597"
## [1] "GO:0046621"
## [1] "GO:0046622"
## [1] "GO:0046626"
## [1] "GO:0046627"
## [1] "GO:0046628"
## [1] "GO:0046632"
## [1] "GO:0046638"
## [1] "GO:0046641"
## [1] "GO:0046653"
## [1] "GO:0046658"
## [1] "GO:0046676"
## [1] "GO:0046677"
## [1] "GO:0046686"
## [1] "GO:0046688"
## [1] "GO:0046697"
## [1] "GO:0046716"
## [1] "GO:0046718"
## [1] "GO:0046777"
## [1] "GO:0046785"
## [1] "GO:0046827"
## [1] "GO:0046834"
## [1] "GO:0046835"
## [1] "GO:0046847"
## [1] "GO:0046849"
## [1] "GO:0046850"
## [1] "GO:0046854"
## [1] "GO:0046855"
## [1] "GO:0046856"
## [1] "GO:0046873"
## [1] "GO:0046875"
## [1] "GO:0046887"
## [1] "GO:0046888"
## [1] "GO:0046889"
## [1] "GO:0046902"
## [1] "GO:0046907"
## [1] "GO:0046928"
## [1] "GO:0046931"
## [1] "GO:0046933"
## [1] "GO:0046935"
## [1] "GO:0046961"
## [1] "GO:0046965"
## [1] "GO:0046966"
## [1] "GO:0046972"
## [1] "GO:0046974"
## [1] "GO:0046983"
## [1] "GO:0047372"
## [1] "GO:0047429"
## [1] "GO:0047485"
## [1] "GO:0047496"
## [1] "GO:0047555"
## [1] "GO:0047617"
## [1] "GO:0048008"
## [1] "GO:0048009"
## [1] "GO:0048010"
## [1] "GO:0048011"
## [1] "GO:0048012"
## [1] "GO:0048013"
## [1] "GO:0048015"
## [1] "GO:0048018"
## [1] "GO:0048020"
## [1] "GO:0048024"
## [1] "GO:0048025"
## [1] "GO:0048026"
## [1] "GO:0048027"
## [1] "GO:0048029"
## [1] "GO:0048037"
## [1] "GO:0048041"
## [1] "GO:0048066"
## [1] "GO:0048103"
## [1] "GO:0048146"
## [1] "GO:0048147"
## [1] "GO:0048148"
## [1] "GO:0048156"
## [1] "GO:0048167"
## [1] "GO:0048168"
## [1] "GO:0048169"
## [1] "GO:0048172"
## [1] "GO:0048179"
## [1] "GO:0048185"
## [1] "GO:0048188"
## [1] "GO:0048193"
## [1] "GO:0048240"
## [1] "GO:0048245"
## [1] "GO:0048246"
## [1] "GO:0048247"
## [1] "GO:0048251"
## [1] "GO:0048255"
## [1] "GO:0048260"
## [1] "GO:0048265"
## [1] "GO:0048266"
## [1] "GO:0048268"
## [1] "GO:0048278"
## [1] "GO:0048286"
## [1] "GO:0048304"
## [1] "GO:0048306"
## [1] "GO:0048311"
## [1] "GO:0048312"
## [1] "GO:0048339"
## [1] "GO:0048341"
## [1] "GO:0048365"
## [1] "GO:0048384"
## [1] "GO:0048407"
## [1] "GO:0048468"
## [1] "GO:0048469"
## [1] "GO:0048477"
## [1] "GO:0048484"
## [1] "GO:0048485"
## [1] "GO:0048487"
## [1] "GO:0048488"
## [1] "GO:0048489"
## [1] "GO:0048490"
## [1] "GO:0048495"
## [1] "GO:0048511"
## [1] "GO:0048513"
## [1] "GO:0048514"
## [1] "GO:0048535"
## [1] "GO:0048536"
## [1] "GO:0048538"
## [1] "GO:0048541"
## [1] "GO:0048545"
## [1] "GO:0048546"
## [1] "GO:0048557"
## [1] "GO:0048565"
## [1] "GO:0048566"
## [1] "GO:0048568"
## [1] "GO:0048589"
## [1] "GO:0048593"
## [1] "GO:0048596"
## [1] "GO:0048598"
## [1] "GO:0048599"
## [1] "GO:0048608"
## [1] "GO:0048643"
## [1] "GO:0048646"
## [1] "GO:0048661"
## [1] "GO:0048662"
## [1] "GO:0048663"
## [1] "GO:0048665"
## [1] "GO:0048666"
## [1] "GO:0048667"
## [1] "GO:0048672"
## [1] "GO:0048675"
## [1] "GO:0048678"
## [1] "GO:0048679"
## [1] "GO:0048681"
## [1] "GO:0048699"
## [1] "GO:0048701"
## [1] "GO:0048703"
## [1] "GO:0048704"
## [1] "GO:0048705"
## [1] "GO:0048706"
## [1] "GO:0048708"
## [1] "GO:0048709"
## [1] "GO:0048711"
## [1] "GO:0048712"
## [1] "GO:0048714"
## [1] "GO:0048715"
## [1] "GO:0048738"
## [1] "GO:0048739"
## [1] "GO:0048741"
## [1] "GO:0048745"
## [1] "GO:0048747"
## [1] "GO:0048754"
## [1] "GO:0048762"
## [1] "GO:0048786"
## [1] "GO:0048787"
## [1] "GO:0048791"
## [1] "GO:0048812"
## [1] "GO:0048813"
## [1] "GO:0048814"
## [1] "GO:0048821"
## [1] "GO:0048839"
## [1] "GO:0048843"
## [1] "GO:0048844"
## [1] "GO:0048854"
## [1] "GO:0048856"
## [1] "GO:0048863"
## [1] "GO:0048870"
## [1] "GO:0048872"
## [1] "GO:0048873"
## [1] "GO:0050291"
## [1] "GO:0050321"
## [1] "GO:0050431"
## [1] "GO:0050435"
## [1] "GO:0050482"
## [1] "GO:0050650"
## [1] "GO:0050660"
## [1] "GO:0050661"
## [1] "GO:0050673"
## [1] "GO:0050678"
## [1] "GO:0050679"
## [1] "GO:0050680"
## [1] "GO:0050681"
## [1] "GO:0050684"
## [1] "GO:0050687"
## [1] "GO:0050699"
## [1] "GO:0050700"
## [1] "GO:0050702"
## [1] "GO:0050708"
## [1] "GO:0050709"
## [1] "GO:0050710"
## [1] "GO:0050714"
## [1] "GO:0050715"
## [1] "GO:0050718"
## [1] "GO:0050727"
## [1] "GO:0050728"
## [1] "GO:0050729"
## [1] "GO:0050730"
## [1] "GO:0050731"
## [1] "GO:0050732"
## [1] "GO:0050750"
## [1] "GO:0050764"
## [1] "GO:0050765"
## [1] "GO:0050766"
## [1] "GO:0050767"
## [1] "GO:0050768"
## [1] "GO:0050769"
## [1] "GO:0050770"
## [1] "GO:0050771"
## [1] "GO:0050772"
## [1] "GO:0050773"
## [1] "GO:0050774"
## [1] "GO:0050775"
## [1] "GO:0050776"
## [1] "GO:0050790"
## [1] "GO:0050796"
## [1] "GO:0050801"
## [1] "GO:0050804"
## [1] "GO:0050806"
## [1] "GO:0050807"
## [1] "GO:0050808"
## [1] "GO:0050810"
## [1] "GO:0050811"
## [1] "GO:0050821"
## [1] "GO:0050829"
## [1] "GO:0050830"
## [1] "GO:0050832"
## [1] "GO:0050839"
## [1] "GO:0050840"
## [1] "GO:0050848"
## [1] "GO:0050850"
## [1] "GO:0050852"
## [1] "GO:0050853"
## [1] "GO:0050856"
## [1] "GO:0050860"
## [1] "GO:0050863"
## [1] "GO:0050868"
## [1] "GO:0050869"
## [1] "GO:0050870"
## [1] "GO:0050872"
## [1] "GO:0050873"
## [1] "GO:0050877"
## [1] "GO:0050880"
## [1] "GO:0050882"
## [1] "GO:0050884"
## [1] "GO:0050885"
## [1] "GO:0050890"
## [1] "GO:0050892"
## [1] "GO:0050896"
## [1] "GO:0050900"
## [1] "GO:0050901"
## [1] "GO:0050905"
## [1] "GO:0050908"
## [1] "GO:0050910"
## [1] "GO:0050918"
## [1] "GO:0050919"
## [1] "GO:0050921"
## [1] "GO:0050930"
## [1] "GO:0050953"
## [1] "GO:0050965"
## [1] "GO:0050966"
## [1] "GO:0050982"
## [1] "GO:0050995"
## [1] "GO:0050998"
## [1] "GO:0051000"
## [1] "GO:0051010"
## [1] "GO:0051011"
## [1] "GO:0051013"
## [1] "GO:0051015"
## [1] "GO:0051016"
## [1] "GO:0051017"
## [1] "GO:0051018"
## [1] "GO:0051019"
## [1] "GO:0051020"
## [1] "GO:0051028"
## [1] "GO:0051044"
## [1] "GO:0051056"
## [1] "GO:0051059"
## [1] "GO:0051082"
## [1] "GO:0051085"
## [1] "GO:0051087"
## [1] "GO:0051090"
## [1] "GO:0051091"
## [1] "GO:0051092"
## [1] "GO:0051117"
## [1] "GO:0051123"
## [1] "GO:0051131"
## [1] "GO:0051145"
## [1] "GO:0051146"
## [1] "GO:0051156"
## [1] "GO:0051209"
## [1] "GO:0051213"
## [1] "GO:0051216"
## [1] "GO:0051219"
## [1] "GO:0051223"
## [1] "GO:0051225"
## [1] "GO:0051233"
## [1] "GO:0051246"
## [1] "GO:0051258"
## [1] "GO:0051259"
## [1] "GO:0051260"
## [1] "GO:0051262"
## [1] "GO:0051272"
## [1] "GO:0051276"
## [1] "GO:0051279"
## [1] "GO:0051281"
## [1] "GO:0051287"
## [1] "GO:0051289"
## [1] "GO:0051290"
## [1] "GO:0051291"
## [1] "GO:0051298"
## [1] "GO:0051301"
## [1] "GO:0051310"
## [1] "GO:0051315"
## [1] "GO:0051321"
## [1] "GO:0051371"
## [1] "GO:0051378"
## [1] "GO:0051382"
## [1] "GO:0051384"
## [1] "GO:0051393"
## [1] "GO:0051400"
## [1] "GO:0051402"
## [1] "GO:0051403"
## [1] "GO:0051428"
## [1] "GO:0051443"
## [1] "GO:0051444"
## [1] "GO:0051453"
## [1] "GO:0051457"
## [1] "GO:0051480"
## [1] "GO:0051481"
## [1] "GO:0051482"
## [1] "GO:0051489"
## [1] "GO:0051491"
## [1] "GO:0051492"
## [1] "GO:0051493"
## [1] "GO:0051496"
## [1] "GO:0051497"
## [1] "GO:0051536"
## [1] "GO:0051537"
## [1] "GO:0051539"
## [1] "GO:0051549"
## [1] "GO:0051560"
## [1] "GO:0051561"
## [1] "GO:0051568"
## [1] "GO:0051571"
## [1] "GO:0051591"
## [1] "GO:0051592"
## [1] "GO:0051603"
## [1] "GO:0051604"
## [1] "GO:0051607"
## [1] "GO:0051642"
## [1] "GO:0051693"
## [1] "GO:0051721"
## [1] "GO:0051726"
## [1] "GO:0051764"
## [1] "GO:0051770"
## [1] "GO:0051781"
## [1] "GO:0051787"
## [1] "GO:0051864"
## [1] "GO:0051865"
## [1] "GO:0051879"
## [1] "GO:0051881"
## [1] "GO:0051893"
## [1] "GO:0051894"
## [1] "GO:0051895"
## [1] "GO:0051896"
## [1] "GO:0051897"
## [1] "GO:0051898"
## [1] "GO:0051899"
## [1] "GO:0051924"
## [1] "GO:0051928"
## [1] "GO:0051930"
## [1] "GO:0051932"
## [1] "GO:0051959"
## [1] "GO:0051963"
## [1] "GO:0051965"
## [1] "GO:0051966"
## [1] "GO:0051968"
## [1] "GO:0051973"
## [1] "GO:0051974"
## [1] "GO:0052689"
## [1] "GO:0055003"
## [1] "GO:0055007"
## [1] "GO:0055008"
## [1] "GO:0055010"
## [1] "GO:0055013"
## [1] "GO:0055037"
## [1] "GO:0055038"
## [1] "GO:0055072"
## [1] "GO:0055074"
## [1] "GO:0055075"
## [1] "GO:0055085"
## [1] "GO:0055088"
## [1] "GO:0055089"
## [1] "GO:0055091"
## [1] "GO:0055114"
## [1] "GO:0055117"
## [1] "GO:0060009"
## [1] "GO:0060013"
## [1] "GO:0060020"
## [1] "GO:0060021"
## [1] "GO:0060037"
## [1] "GO:0060038"
## [1] "GO:0060039"
## [1] "GO:0060041"
## [1] "GO:0060044"
## [1] "GO:0060045"
## [1] "GO:0060047"
## [1] "GO:0060048"
## [1] "GO:0060052"
## [1] "GO:0060065"
## [1] "GO:0060070"
## [1] "GO:0060071"
## [1] "GO:0060074"
## [1] "GO:0060076"
## [1] "GO:0060077"
## [1] "GO:0060078"
## [1] "GO:0060079"
## [1] "GO:0060080"
## [1] "GO:0060081"
## [1] "GO:0060088"
## [1] "GO:0060090"
## [1] "GO:0060100"
## [1] "GO:0060122"
## [1] "GO:0060134"
## [1] "GO:0060170"
## [1] "GO:0060173"
## [1] "GO:0060174"
## [1] "GO:0060213"
## [1] "GO:0060216"
## [1] "GO:0060218"
## [1] "GO:0060236"
## [1] "GO:0060252"
## [1] "GO:0060253"
## [1] "GO:0060259"
## [1] "GO:0060271"
## [1] "GO:0060272"
## [1] "GO:0060285"
## [1] "GO:0060291"
## [1] "GO:0060292"
## [1] "GO:0060307"
## [1] "GO:0060317"
## [1] "GO:0060322"
## [1] "GO:0060324"
## [1] "GO:0060325"
## [1] "GO:0060326"
## [1] "GO:0060337"
## [1] "GO:0060339"
## [1] "GO:0060340"
## [1] "GO:0060347"
## [1] "GO:0060348"
## [1] "GO:0060349"
## [1] "GO:0060371"
## [1] "GO:0060384"
## [1] "GO:0060389"
## [1] "GO:0060391"
## [1] "GO:0060394"
## [1] "GO:0060395"
## [1] "GO:0060396"
## [1] "GO:0060397"
## [1] "GO:0060402"
## [1] "GO:0060406"
## [1] "GO:0060411"
## [1] "GO:0060412"
## [1] "GO:0060425"
## [1] "GO:0060426"
## [1] "GO:0060429"
## [1] "GO:0060441"
## [1] "GO:0060444"
## [1] "GO:0060445"
## [1] "GO:0060487"
## [1] "GO:0060509"
## [1] "GO:0060546"
## [1] "GO:0060548"
## [1] "GO:0060586"
## [1] "GO:0060612"
## [1] "GO:0060644"
## [1] "GO:0060674"
## [1] "GO:0060707"
## [1] "GO:0060710"
## [1] "GO:0060711"
## [1] "GO:0060716"
## [1] "GO:0060736"
## [1] "GO:0060740"
## [1] "GO:0060749"
## [1] "GO:0060765"
## [1] "GO:0060766"
## [1] "GO:0060828"
## [1] "GO:0060840"
## [1] "GO:0060907"
## [1] "GO:0060972"
## [1] "GO:0060976"
## [1] "GO:0060979"
## [1] "GO:0060982"
## [1] "GO:0060993"
## [1] "GO:0060996"
## [1] "GO:0060997"
## [1] "GO:0060999"
## [1] "GO:0061001"
## [1] "GO:0061003"
## [1] "GO:0061014"
## [1] "GO:0061024"
## [1] "GO:0061025"
## [1] "GO:0061028"
## [1] "GO:0061029"
## [1] "GO:0061032"
## [1] "GO:0061036"
## [1] "GO:0061037"
## [1] "GO:0061045"
## [1] "GO:0061049"
## [1] "GO:0061051"
## [1] "GO:0061052"
## [1] "GO:0061053"
## [1] "GO:0061077"
## [1] "GO:0061098"
## [1] "GO:0061099"
## [1] "GO:0061133"
## [1] "GO:0061136"
## [1] "GO:0061157"
## [1] "GO:0061158"
## [1] "GO:0061178"
## [1] "GO:0061179"
## [1] "GO:0061298"
## [1] "GO:0061299"
## [1] "GO:0061314"
## [1] "GO:0061337"
## [1] "GO:0061351"
## [1] "GO:0061371"
## [1] "GO:0061436"
## [1] "GO:0061462"
## [1] "GO:0061512"
## [1] "GO:0061564"
## [1] "GO:0061575"
## [1] "GO:0061578"
## [1] "GO:0061608"
## [1] "GO:0061617"
## [1] "GO:0061630"
## [1] "GO:0061631"
## [1] "GO:0061640"
## [1] "GO:0061669"
## [1] "GO:0061676"
## [1] "GO:0061700"
## [1] "GO:0061732"
## [1] "GO:0061844"
## [1] "GO:0061952"
## [1] "GO:0062009"
## [1] "GO:0062023"
## [1] "GO:0065003"
## [1] "GO:0070006"
## [1] "GO:0070016"
## [1] "GO:0070034"
## [1] "GO:0070044"
## [1] "GO:0070050"
## [1] "GO:0070059"
## [1] "GO:0070062"
## [1] "GO:0070063"
## [1] "GO:0070064"
## [1] "GO:0070097"
## [1] "GO:0070098"
## [1] "GO:0070102"
## [1] "GO:0070131"
## [1] "GO:0070166"
## [1] "GO:0070168"
## [1] "GO:0070181"
## [1] "GO:0070182"
## [1] "GO:0070198"
## [1] "GO:0070207"
## [1] "GO:0070208"
## [1] "GO:0070212"
## [1] "GO:0070213"
## [1] "GO:0070257"
## [1] "GO:0070262"
## [1] "GO:0070266"
## [1] "GO:0070269"
## [1] "GO:0070273"
## [1] "GO:0070286"
## [1] "GO:0070300"
## [1] "GO:0070301"
## [1] "GO:0070306"
## [1] "GO:0070307"
## [1] "GO:0070328"
## [1] "GO:0070371"
## [1] "GO:0070372"
## [1] "GO:0070373"
## [1] "GO:0070374"
## [1] "GO:0070382"
## [1] "GO:0070402"
## [1] "GO:0070403"
## [1] "GO:0070411"
## [1] "GO:0070412"
## [1] "GO:0070469"
## [1] "GO:0070491"
## [1] "GO:0070498"
## [1] "GO:0070507"
## [1] "GO:0070509"
## [1] "GO:0070527"
## [1] "GO:0070528"
## [1] "GO:0070530"
## [1] "GO:0070534"
## [1] "GO:0070536"
## [1] "GO:0070542"
## [1] "GO:0070545"
## [1] "GO:0070555"
## [1] "GO:0070577"
## [1] "GO:0070578"
## [1] "GO:0070579"
## [1] "GO:0070584"
## [1] "GO:0070588"
## [1] "GO:0070593"
## [1] "GO:0070613"
## [1] "GO:0070628"
## [1] "GO:0070652"
## [1] "GO:0070679"
## [1] "GO:0070700"
## [1] "GO:0070742"
## [1] "GO:0070830"
## [1] "GO:0070840"
## [1] "GO:0070852"
## [1] "GO:0070863"
## [1] "GO:0070878"
## [1] "GO:0070885"
## [1] "GO:0070886"
## [1] "GO:0070888"
## [1] "GO:0070932"
## [1] "GO:0070933"
## [1] "GO:0070935"
## [1] "GO:0070936"
## [1] "GO:0070971"
## [1] "GO:0070973"
## [1] "GO:0070979"
## [1] "GO:0070997"
## [1] "GO:0071004"
## [1] "GO:0071005"
## [1] "GO:0071007"
## [1] "GO:0071013"
## [1] "GO:0071028"
## [1] "GO:0071108"
## [1] "GO:0071157"
## [1] "GO:0071158"
## [1] "GO:0071168"
## [1] "GO:0071218"
## [1] "GO:0071222"
## [1] "GO:0071223"
## [1] "GO:0071225"
## [1] "GO:0071230"
## [1] "GO:0071233"
## [1] "GO:0071260"
## [1] "GO:0071276"
## [1] "GO:0071277"
## [1] "GO:0071285"
## [1] "GO:0071300"
## [1] "GO:0071310"
## [1] "GO:0071318"
## [1] "GO:0071320"
## [1] "GO:0071333"
## [1] "GO:0071339"
## [1] "GO:0071345"
## [1] "GO:0071346"
## [1] "GO:0071347"
## [1] "GO:0071353"
## [1] "GO:0071354"
## [1] "GO:0071356"
## [1] "GO:0071360"
## [1] "GO:0071363"
## [1] "GO:0071364"
## [1] "GO:0071375"
## [1] "GO:0071380"
## [1] "GO:0071385"
## [1] "GO:0071391"
## [1] "GO:0071392"
## [1] "GO:0071397"
## [1] "GO:0071398"
## [1] "GO:0071404"
## [1] "GO:0071407"
## [1] "GO:0071425"
## [1] "GO:0071439"
## [1] "GO:0071456"
## [1] "GO:0071467"
## [1] "GO:0071479"
## [1] "GO:0071480"
## [1] "GO:0071481"
## [1] "GO:0071482"
## [1] "GO:0071493"
## [1] "GO:0071498"
## [1] "GO:0071526"
## [1] "GO:0071539"
## [1] "GO:0071541"
## [1] "GO:0071542"
## [1] "GO:0071549"
## [1] "GO:0071560"
## [1] "GO:0071564"
## [1] "GO:0071565"
## [1] "GO:0071577"
## [1] "GO:0071578"
## [1] "GO:0071625"
## [1] "GO:0071679"
## [1] "GO:0071712"
## [1] "GO:0071732"
## [1] "GO:0071773"
## [1] "GO:0071782"
## [1] "GO:0071803"
## [1] "GO:0071805"
## [1] "GO:0071837"
## [1] "GO:0071850"
## [1] "GO:0071880"
## [1] "GO:0071889"
## [1] "GO:0071897"
## [1] "GO:0071901"
## [1] "GO:0071902"
## [1] "GO:0071933"
## [1] "GO:0071944"
## [1] "GO:0071949"
## [1] "GO:0071986"
## [1] "GO:0072006"
## [1] "GO:0072091"
## [1] "GO:0072332"
## [1] "GO:0072358"
## [1] "GO:0072520"
## [1] "GO:0072546"
## [1] "GO:0072583"
## [1] "GO:0072593"
## [1] "GO:0072594"
## [1] "GO:0072657"
## [1] "GO:0072659"
## [1] "GO:0072686"
## [1] "GO:0072687"
## [1] "GO:0075522"
## [1] "GO:0080008"
## [1] "GO:0080009"
## [1] "GO:0080025"
## [1] "GO:0080111"
## [1] "GO:0080182"
## [1] "GO:0085029"
## [1] "GO:0086002"
## [1] "GO:0086004"
## [1] "GO:0086005"
## [1] "GO:0086010"
## [1] "GO:0086036"
## [1] "GO:0086091"
## [1] "GO:0090009"
## [1] "GO:0090023"
## [1] "GO:0090026"
## [1] "GO:0090050"
## [1] "GO:0090051"
## [1] "GO:0090073"
## [1] "GO:0090090"
## [1] "GO:0090102"
## [1] "GO:0090103"
## [1] "GO:0090110"
## [1] "GO:0090129"
## [1] "GO:0090136"
## [1] "GO:0090141"
## [1] "GO:0090161"
## [1] "GO:0090162"
## [1] "GO:0090179"
## [1] "GO:0090181"
## [1] "GO:0090190"
## [1] "GO:0090200"
## [1] "GO:0090201"
## [1] "GO:0090263"
## [1] "GO:0090280"
## [1] "GO:0090286"
## [1] "GO:0090303"
## [1] "GO:0090307"
## [1] "GO:0090309"
## [1] "GO:0090314"
## [1] "GO:0090316"
## [1] "GO:0090331"
## [1] "GO:0090336"
## [1] "GO:0090398"
## [1] "GO:0090543"
## [1] "GO:0090557"
## [1] "GO:0090575"
## [1] "GO:0090630"
## [1] "GO:0090734"
## [1] "GO:0095500"
## [1] "GO:0097009"
## [1] "GO:0097011"
## [1] "GO:0097038"
## [1] "GO:0097060"
## [1] "GO:0097062"
## [1] "GO:0097091"
## [1] "GO:0097104"
## [1] "GO:0097105"
## [1] "GO:0097110"
## [1] "GO:0097120"
## [1] "GO:0097150"
## [1] "GO:0097151"
## [1] "GO:0097153"
## [1] "GO:0097178"
## [1] "GO:0097190"
## [1] "GO:0097191"
## [1] "GO:0097192"
## [1] "GO:0097193"
## [1] "GO:0097194"
## [1] "GO:0097202"
## [1] "GO:0097225"
## [1] "GO:0097228"
## [1] "GO:0097242"
## [1] "GO:0097284"
## [1] "GO:0097320"
## [1] "GO:0097352"
## [1] "GO:0097371"
## [1] "GO:0097386"
## [1] "GO:0097421"
## [1] "GO:0097431"
## [1] "GO:0097435"
## [1] "GO:0097440"
## [1] "GO:0097449"
## [1] "GO:0097470"
## [1] "GO:0097484"
## [1] "GO:0097539"
## [1] "GO:0097542"
## [1] "GO:0097546"
## [1] "GO:0097602"
## [1] "GO:0097623"
## [1] "GO:0097718"
## [1] "GO:0097730"
## [1] "GO:0097746"
## [1] "GO:0097755"
## [1] "GO:0097756"
## [1] "GO:0098505"
## [1] "GO:0098586"
## [1] "GO:0098609"
## [1] "GO:0098632"
## [1] "GO:0098656"
## [1] "GO:0098684"
## [1] "GO:0098685"
## [1] "GO:0098686"
## [1] "GO:0098688"
## [1] "GO:0098690"
## [1] "GO:0098691"
## [1] "GO:0098693"
## [1] "GO:0098696"
## [1] "GO:0098700"
## [1] "GO:0098719"
## [1] "GO:0098742"
## [1] "GO:0098761"
## [1] "GO:0098789"
## [1] "GO:0098793"
## [1] "GO:0098794"
## [1] "GO:0098831"
## [1] "GO:0098839"
## [1] "GO:0098871"
## [1] "GO:0098882"
## [1] "GO:0098883"
## [1] "GO:0098884"
## [1] "GO:0098885"
## [1] "GO:0098887"
## [1] "GO:0098911"
## [1] "GO:0098919"
## [1] "GO:0098943"
## [1] "GO:0098962"
## [1] "GO:0098967"
## [1] "GO:0098970"
## [1] "GO:0098974"
## [1] "GO:0098981"
## [1] "GO:0098982"
## [1] "GO:0098993"
## [1] "GO:0099003"
## [1] "GO:0099054"
## [1] "GO:0099055"
## [1] "GO:0099056"
## [1] "GO:0099059"
## [1] "GO:0099060"
## [1] "GO:0099061"
## [1] "GO:0099072"
## [1] "GO:0099092"
## [1] "GO:0099149"
## [1] "GO:0099151"
## [1] "GO:0099170"
## [1] "GO:0099171"
## [1] "GO:0099173"
## [1] "GO:0099175"
## [1] "GO:0099179"
## [1] "GO:0099502"
## [1] "GO:0099507"
## [1] "GO:0099509"
## [1] "GO:0099523"
## [1] "GO:0099524"
## [1] "GO:0099525"
## [1] "GO:0099527"
## [1] "GO:0099560"
## [1] "GO:0099576"
## [1] "GO:0099635"
## [1] "GO:0099645"
## [1] "GO:0099738"
## [1] "GO:0101005"
## [1] "GO:0101031"
## [1] "GO:0120162"
## [1] "GO:0120163"
## [1] "GO:0150094"
## [1] "GO:1900006"
## [1] "GO:1900016"
## [1] "GO:1900017"
## [1] "GO:1900025"
## [1] "GO:1900026"
## [1] "GO:1900027"
## [1] "GO:1900029"
## [1] "GO:1900087"
## [1] "GO:1900153"
## [1] "GO:1900165"
## [1] "GO:1900181"
## [1] "GO:1900182"
## [1] "GO:1900242"
## [1] "GO:1900244"
## [1] "GO:1900271"
## [1] "GO:1900272"
## [1] "GO:1900273"
## [1] "GO:1900745"
## [1] "GO:1901214"
## [1] "GO:1901215"
## [1] "GO:1901216"
## [1] "GO:1901222"
## [1] "GO:1901223"
## [1] "GO:1901224"
## [1] "GO:1901379"
## [1] "GO:1901380"
## [1] "GO:1901381"
## [1] "GO:1901385"
## [1] "GO:1901387"
## [1] "GO:1901673"
## [1] "GO:1901741"
## [1] "GO:1901796"
## [1] "GO:1901799"
## [1] "GO:1901800"
## [1] "GO:1901838"
## [1] "GO:1901981"
## [1] "GO:1901985"
## [1] "GO:1901990"
## [1] "GO:1901998"
## [1] "GO:1902004"
## [1] "GO:1902017"
## [1] "GO:1902018"
## [1] "GO:1902042"
## [1] "GO:1902043"
## [1] "GO:1902166"
## [1] "GO:1902176"
## [1] "GO:1902187"
## [1] "GO:1902230"
## [1] "GO:1902236"
## [1] "GO:1902237"
## [1] "GO:1902287"
## [1] "GO:1902430"
## [1] "GO:1902459"
## [1] "GO:1902476"
## [1] "GO:1902600"
## [1] "GO:1902711"
## [1] "GO:1902741"
## [1] "GO:1902808"
## [1] "GO:1902857"
## [1] "GO:1902894"
## [1] "GO:1902895"
## [1] "GO:1902902"
## [1] "GO:1903076"
## [1] "GO:1903077"
## [1] "GO:1903078"
## [1] "GO:1903204"
## [1] "GO:1903206"
## [1] "GO:1903358"
## [1] "GO:1903364"
## [1] "GO:1903427"
## [1] "GO:1903428"
## [1] "GO:1903543"
## [1] "GO:1903671"
## [1] "GO:1903672"
## [1] "GO:1903827"
## [1] "GO:1903861"
## [1] "GO:1903966"
## [1] "GO:1903980"
## [1] "GO:1904262"
## [1] "GO:1904263"
## [1] "GO:1904315"
## [1] "GO:1904322"
## [1] "GO:1904355"
## [1] "GO:1904469"
## [1] "GO:1904646"
## [1] "GO:1904659"
## [1] "GO:1904667"
## [1] "GO:1904706"
## [1] "GO:1904707"
## [1] "GO:1904754"
## [1] "GO:1904851"
## [1] "GO:1904862"
## [1] "GO:1904996"
## [1] "GO:1905168"
## [1] "GO:1905515"
## [1] "GO:1905564"
## [1] "GO:1905606"
## [1] "GO:1990023"
## [1] "GO:1990090"
## [1] "GO:1990124"
## [1] "GO:1990126"
## [1] "GO:1990138"
## [1] "GO:1990226"
## [1] "GO:1990253"
## [1] "GO:1990316"
## [1] "GO:1990380"
## [1] "GO:1990381"
## [1] "GO:1990403"
## [1] "GO:1990404"
## [1] "GO:1990440"
## [1] "GO:1990454"
## [1] "GO:1990535"
## [1] "GO:1990573"
## [1] "GO:1990782"
## [1] "GO:1990825"
## [1] "GO:1990830"
## [1] "GO:1990837"
## [1] "GO:1990841"
## [1] "GO:1990869"
## [1] "GO:1990904"
## [1] "GO:1990907"
## [1] "GO:2000001"
## [1] "GO:2000009"
## [1] "GO:2000010"
## [1] "GO:2000036"
## [1] "GO:2000042"
## [1] "GO:2000045"
## [1] "GO:2000059"
## [1] "GO:2000060"
## [1] "GO:2000114"
## [1] "GO:2000134"
## [1] "GO:2000145"
## [1] "GO:2000146"
## [1] "GO:2000147"
## [1] "GO:2000171"
## [1] "GO:2000177"
## [1] "GO:2000178"
## [1] "GO:2000179"
## [1] "GO:2000249"
## [1] "GO:2000251"
## [1] "GO:2000279"
## [1] "GO:2000300"
## [1] "GO:2000310"
## [1] "GO:2000311"
## [1] "GO:2000347"
## [1] "GO:2000352"
## [1] "GO:2000353"
## [1] "GO:2000377"
## [1] "GO:2000378"
## [1] "GO:2000379"
## [1] "GO:2000406"
## [1] "GO:2000463"
## [1] "GO:2000480"
## [1] "GO:2000484"
## [1] "GO:2000573"
## [1] "GO:2000617"
## [1] "GO:2000637"
## [1] "GO:2000648"
## [1] "GO:2000649"
## [1] "GO:2000651"
## [1] "GO:2000678"
## [1] "GO:2000679"
## [1] "GO:2000727"
## [1] "GO:2000737"
## [1] "GO:2000766"
## [1] "GO:2000772"
## [1] "GO:2000773"
## [1] "GO:2000778"
## [1] "GO:2000781"
## [1] "GO:2000785"
## [1] "GO:2000786"
## [1] "GO:2000811"
## [1] "GO:2000969"
## [1] "GO:2001020"
## [1] "GO:2001022"
## [1] "GO:2001028"
## [1] "GO:2001034"
## [1] "GO:2001046"
## [1] "GO:2001056"
## [1] "GO:2001171"
## [1] "GO:2001222"
## [1] "GO:2001223"
## [1] "GO:2001224"
## [1] "GO:2001234"
## [1] "GO:2001235"
## [1] "GO:2001237"
## [1] "GO:2001238"
## [1] "GO:2001240"
## [1] "GO:2001241"
## [1] "GO:2001243"
## [1] "GO:2001244"
## [1] "GO:2001256"
## [1] "GO:2001259"
if (!file.exists("output/superclusterstotest_GO.Rds")) {
  superclusterstotest_GO = lapply(geneClustMembers, function(set) {
    print("testing..")
    genesetGOtest(set, rownames(counts), GO_list)
  }
  )
  saveRDS(superclusterstotest_GO, file = "output/superclusterstotest_GO.Rds")
} else {
  superclusterstotest_GO <- readRDS("output/superclusterstotest_GO.Rds")
}
## [1] "testing.."
## [1] "testing.."
## [1] "testing.."
## [1] "testing.."
## [1] "testing.."
## [1] "testing.."
## [1] "testing.."
## [1] "testing.."
gList = lapply(superclusterstotest_GO, function(pval) {
  df = data.frame(term = factor(names(pval), levels = c(names(pval), "")),
                  pval = pval)
  df$label = df$term
  df$label[pval != 1] <- ""
  df_sorted = sort_df(df, "pval")[1:10,]
  df_sorted$term = factor(df_sorted$term, levels =  rev(df_sorted$term))
  
  g = ggplot(df_sorted, aes(x = term, y = -log10(pval), fill = pval < 0.01)) +
    theme_classic() +
    geom_col() +
    coord_flip() +
    xlab("") +
    ylab("-log10(P-value)") +
    geom_hline(yintercept = -log10(0.01), colour = "red", linetype = "dashed", size = 1) +
    scale_x_discrete(labels = function(x) str_wrap(x, width = 30)) +
    scale_fill_manual(values = c("TRUE" = "darkgrey", "FALSE" = "black")) +
    theme(legend.position = "none") +
    NULL
  return(g)
  
})

gTogether = sapply(seq_len(length(gList)), function(i){
  
  g_1 = gList[[i]] + 
    theme(axis.text = element_text(size = 12))
  n = ggtitle(paste0("Cluster ",i)) 
  g_2 = gList_cells[[i]] + theme(title = element_text(size = 20)) + 
    coord_fixed()
  
  pdf(paste0("output/go_cluster_plot_cluster_",i,".pdf"), 
      height = 7, width = 4.5)
  scater::multiplot(g_2 + n, g_1 + ylab(""), layout = matrix(c(1,1,2,2,2), ncol = 1))
  dev.off()
  
  return(g_1 + g_2)
}, simplify = FALSE)
sessionInfo()
## R version 3.6.1 (2019-07-05)
## Platform: x86_64-apple-darwin18.6.0 (64-bit)
## Running under: macOS Mojave 10.14.6
## 
## Matrix products: default
## BLAS/LAPACK: /usr/local/Cellar/openblas/0.3.6_1/lib/libopenblasp-r0.3.6.dylib
## 
## locale:
## [1] en_AU.UTF-8/en_AU.UTF-8/en_AU.UTF-8/C/en_AU.UTF-8/en_AU.UTF-8
## 
## attached base packages:
##  [1] grid      parallel  stats4    stats     graphics  grDevices utils    
##  [8] datasets  methods   base     
## 
## other attached packages:
##  [1] cowplot_1.0.0               ggpubr_0.2.2               
##  [3] magrittr_1.5                patchwork_0.0.1            
##  [5] ggforce_0.3.0.9000          stringr_1.4.0              
##  [7] org.Mm.eg.db_3.8.2          GO.db_3.8.2                
##  [9] AnnotationDbi_1.46.0        ComplexHeatmap_2.0.0       
## [11] dynamicTreeCut_1.63-1       scattermore_0.4            
## [13] reshape_0.8.8               scran_1.12.1               
## [15] scater_1.12.2               SingleCellExperiment_1.6.0 
## [17] SummarizedExperiment_1.14.1 DelayedArray_0.10.0        
## [19] BiocParallel_1.18.0         matrixStats_0.54.0         
## [21] Biobase_2.44.0              GenomicRanges_1.36.0       
## [23] GenomeInfoDb_1.20.0         IRanges_2.18.1             
## [25] S4Vectors_0.22.0            BiocGenerics_0.30.0        
## [27] gplots_3.0.1.1              ggplot2_3.2.0              
## [29] DCARS_0.3.5                
## 
## loaded via a namespace (and not attached):
##  [1] ggbeeswarm_0.6.0         colorspace_1.4-1        
##  [3] deldir_0.1-23            ggsignif_0.6.0          
##  [5] rjson_0.2.20             circlize_0.4.6          
##  [7] XVector_0.24.0           GlobalOptions_0.1.0     
##  [9] BiocNeighbors_1.2.0      clue_0.3-57             
## [11] farver_1.1.0             bit64_0.9-7             
## [13] codetools_0.2-16         knitr_1.23              
## [15] polyclip_1.10-0          zeallot_0.1.0           
## [17] cluster_2.1.0            png_0.1-7               
## [19] compiler_3.6.1           dqrng_0.2.1             
## [21] backports_1.1.4          assertthat_0.2.1        
## [23] Matrix_1.2-17            lazyeval_0.2.2          
## [25] limma_3.40.6             tweenr_1.0.1            
## [27] BiocSingular_1.0.0       htmltools_0.3.6         
## [29] tools_3.6.1              rsvd_1.0.2              
## [31] igraph_1.2.4.1           gtable_0.3.0            
## [33] glue_1.3.1               GenomeInfoDbData_1.2.1  
## [35] reshape2_1.4.3           dplyr_0.8.3             
## [37] Rcpp_1.0.2               vctrs_0.2.0             
## [39] gdata_2.18.0             DelayedMatrixStats_1.6.0
## [41] xfun_0.8                 irlba_2.3.3             
## [43] gtools_3.8.1             statmod_1.4.32          
## [45] edgeR_3.26.6             zlibbioc_1.30.0         
## [47] MASS_7.3-51.4            scales_1.0.0            
## [49] RColorBrewer_1.1-2       yaml_2.2.0              
## [51] memoise_1.1.0            gridExtra_2.3           
## [53] stringi_1.4.3            RSQLite_2.1.2           
## [55] caTools_1.17.1.2         shape_1.4.4             
## [57] rlang_0.4.0              pkgconfig_2.0.2         
## [59] bitops_1.0-6             evaluate_0.14           
## [61] lattice_0.20-38          purrr_0.3.2             
## [63] labeling_0.3             bit_1.1-14              
## [65] tidyselect_0.2.5         plyr_1.8.4              
## [67] R6_2.4.0                 DBI_1.0.0               
## [69] pillar_1.4.2             withr_2.1.2             
## [71] RCurl_1.95-4.12          tibble_2.1.3            
## [73] crayon_1.3.4             KernSmooth_2.23-15      
## [75] rmarkdown_1.14           viridis_0.5.1           
## [77] GetoptLong_0.1.7         locfit_1.5-9.1          
## [79] blob_1.2.0               digest_0.6.20           
## [81] munsell_0.5.0            beeswarm_0.2.3          
## [83] viridisLite_0.3.0        vipor_0.4.5